{"id":15172,"date":"2015-03-30T10:30:33","date_gmt":"2015-03-30T08:30:33","guid":{"rendered":"https:\/\/novustat.com\/data-evaluation.html"},"modified":"2026-10-03T13:05:42","modified_gmt":"2026-10-03T11:05:42","slug":"data-analysis","status":"publish","type":"page","link":"https:\/\/novustat.com\/en\/data-analysis.html","title":{"rendered":"Data evaluation"},"content":{"rendered":"\n<div id=\"content\" role=\"main\" tabindex=\"-1\" data-elementor-type=\"wp-page\" data-elementor-id=\"15172\" class=\"elementor elementor-15172 elementor-13\" data-elementor-post-type=\"page\">\n<div class=\"elementor-element elementor-element-773bb7a novu-r15-hero-row e-flex e-con-boxed e-con e-parent\" data-id=\"773bb7a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-584a9ff e-con-full novu-r15-hero-copy e-flex e-con e-child\" data-id=\"584a9ff\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-1f72471 e-flex e-con-boxed e-con e-child\" data-id=\"1f72471\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-8fe7927 elementor-widget elementor-widget-heading\" data-id=\"8fe7927\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Have your data professionally analyzed<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-e4be722 elementor-widget elementor-widget-heading\" data-id=\"e4be722\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h1 class=\"elementor-heading-title elementor-size-default\">Data evaluation<\/h1>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-12858ac elementor-widget elementor-widget-heading\" data-id=\"12858ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">NOVUSTAT reliably guides you through your data analysis all the way to a well-founded interpretation.<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-b5da3f3 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b5da3f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p><strong>Let us provide you with professional and personalized support for your data analysis. Whether you\u2019re just getting started with statistical data analysis or have already moved on to interpreting the results\u2014our statisticians are happy to help! <\/strong> <strong>At Novustat, you can have your statistics analyzed by experts.<\/strong><\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-435bce3 e-con-full e-flex e-con e-child\" data-id=\"435bce3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-7041034 e-con-full e-flex e-con e-child\" data-id=\"7041034\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-4e3f7c4 elementor-align-left elementor-widget__width-inherit elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"4e3f7c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/novustat.com\/en\/get-free-quote.html\"><br \/>\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\"><br \/>\n\t\t\t\t\t\t<span class=\"elementor-button-icon\"><br \/>\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-paper-plane\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M440 6.5L24 246.4c-34.4 19.9-31.1 70.8 5.7 85.9L144 379.6V464c0 46.4 59.2 65.5 86.6 28.6l43.8-59.1 111.9 46.2c5.9 2.4 12.1 3.6 18.3 3.6 8.2 0 16.3-2.1 23.6-6.2 12.8-7.2 21.6-20 23.9-34.5l59.4-387.2c6.1-40.1-36.9-68.8-71.5-48.9zM192 464v-64.6l36.6 15.1L192 464zm212.6-28.7l-153.8-63.5L391 169.5c10.7-15.5-9.5-33.5-23.7-21.2L155.8 332.6 48 288 464 48l-59.4 387.3z\"><\/path><\/svg>\t\t\t<\/span><br \/>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Request Data Analysis<\/span><br \/>\n\t\t\t\t\t<\/span><br \/>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-cfe5a66 e-con-full e-flex e-con e-child\" data-id=\"cfe5a66\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation_mobile&quot;:&quot;none&quot;}\">\n<div class=\"elementor-element elementor-element-cebf9fa elementor-widget elementor-widget-image\" data-id=\"cebf9fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"720\" height=\"1080\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_DL_Datenauswertung_opti.webp\" class=\"elementor-animation-bob attachment-full size-full wp-image-45039\" alt=\"Statistical Data Analysis Using Charts, Dashboards, and Interpretation of Results\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_DL_Datenauswertung_opti.webp 720w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_DL_Datenauswertung_opti-200x300.webp 200w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_DL_Datenauswertung_opti-683x1024.webp 683w\" sizes=\"(max-width: 720px) 100vw, 720px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2ad5799 elementor-section-content-middle novu-r26-counter-section elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2ad5799\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8c414e5\" data-id=\"8c414e5\" data-element_type=\"column\" data-e-type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-9731063 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9731063\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-container elementor-column-gap-no\">\n<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2fcf3b5\" data-id=\"2fcf3b5\" data-element_type=\"column\" data-e-type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-9bbeab0 elementor-widget elementor-widget-heading\" data-id=\"9bbeab0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">NOVUSTAT by the Numbers<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-025bbac elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"025bbac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p><strong>Experience<\/strong>, <strong>Expertise<\/strong>, and <strong>Quality<\/strong> <\/p>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-eacb21f elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"eacb21f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p>  for your <strong>data analysis<\/strong>.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-808e1e6\" data-id=\"808e1e6\" data-element_type=\"column\" data-e-type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-97b6424 novu-r26-brandmark elementor-widget elementor-widget-image\" data-id=\"97b6424\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti.webp\" class=\"attachment-full size-full wp-image-41849\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti.webp 800w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1-1_opti-768x768.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section>\n<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a37eb0d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a37eb0d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-container elementor-column-gap-custom\">\n<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-74a5640\" data-id=\"74a5640\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-611e8a0 elementor-widget elementor-widget-counter\" data-id=\"611e8a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"counter.default\">\n<div class=\"elementor-counter\">\n<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span><br \/>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"10\" data-from-value=\"0\">0<\/span><br \/>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-e648cc0 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"e648cc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">statistical<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-7e6a705 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"7e6a705\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Project Experience<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-9c81534\" data-id=\"9c81534\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-6b0b08b elementor-widget elementor-widget-counter\" data-id=\"6b0b08b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"counter.default\">\n<div class=\"elementor-counter\">\n<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span><br \/>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"3000\" data-from-value=\"0\">0<\/span><br \/>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-f441177 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"f441177\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">accompanied  <\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-4f43cba elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"4f43cba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Statistics Projects<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-1f6be27\" data-id=\"1f6be27\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-b8dab9f elementor-widget elementor-widget-counter\" data-id=\"b8dab9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"counter.default\">\n<div class=\"elementor-counter\">\n<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span><br \/>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"80\" data-from-value=\"0\">0<\/span><br \/>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-cd1713d elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"cd1713d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Pool of Experts  <\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-138e924 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"138e924\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">  To statisticians<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-1955177\" data-id=\"1955177\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-0d8e16d elementor-widget elementor-widget-counter\" data-id=\"0d8e16d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"counter.default\">\n<div class=\"elementor-counter\">\n<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span><br \/>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"4.9\" data-from-value=\"0\">0<\/span><br \/>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">\/5<\/span>\n\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-b441c6b elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"b441c6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">average<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-c34938d elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"c34938d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">  Customer Review<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section>\n<div class=\"elementor-element elementor-element-d441c29 novu-r26-after-counter e-flex e-con-boxed e-con e-parent\" data-id=\"d441c29\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-f767a66 e-con-full e-flex e-con e-child\" data-id=\"f767a66\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-a8a092a elementor-widget elementor-widget-heading\" data-id=\"a8a092a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Expertise in data analysis<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-e7d7e97 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"e7d7e97\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">How you can get support with data analysis<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-cbcc34e elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"cbcc34e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p>The way statisticians analyze data depends on whether the preceding study was intended to formulate or test hypotheses. In the former case, data aggregation leads to the desired result; in the latter, methods of inferential statistics are used. You can either take advantage of our <a href=\"https:\/\/novustat.com\/en\/statistical-consulting.html\">statistical consulting services<\/a> or <strong>entrust us with<\/strong> a <strong>complete statistical data analysis.<\/strong> If you would like <a id=\"https:\/\/novustat.com\/datenauswertung\/r-auswerten-lassen.html\" href=\"https:\/\/novustat.com\/datenauswertung\/r-auswerten-lassen.html\" type=\"link\">to have your data analyzed in R<\/a>, Novustat can assist you with data preparation, statistical modeling, reproducible analysis, and interpretation of results.  <\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-b793d67 novu-r15-card-grid e-flex e-con-boxed e-con e-parent\" data-id=\"b793d67\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-b7d244d e-con-full novu-form-card e-flex e-con e-child\" data-id=\"b7d244d\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-37e905a elementor-widget elementor-widget-html\" data-id=\"37e905a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-data-service-collection\" class=\"novu-data-service-collection\" aria-label=\"Datenerhebung\">\n<div class=\"novu-data-service-collection__header\">\n<div class=\"novu-data-service-collection__header-icon\" aria-hidden=\"true\">\n      <svg viewbox=\"0 0 24 24\">\n        <path d=\"M5 20V12\"><\/path>\n        <path d=\"M10 20V8\"><\/path>\n        <path d=\"M15 20V4\"><\/path>\n        <path d=\"M20 20V10\"><\/path>\n      <\/svg>\n    <\/div>\n<div class=\"novu-data-service-collection__title\">\n      <a href=\"https:\/\/novustat.com\/datenauswertung\/datenerhebung.html\">Data Collection<\/a>\n    <\/div>\n<\/p><\/div>\n<div class=\"novu-data-service-collection__content\">\n<div class=\"novu-data-service-collection__item\">\n<div class=\"novu-data-service-collection__item-icon\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 20V12\"><\/path>\n          <path d=\"M10 20V8\"><\/path>\n          <path d=\"M15 20V4\"><\/path>\n          <path d=\"M20 20V10\"><\/path>\n        <\/svg>\n      <\/div>\n<p class=\"novu-data-service-collection__item-text\">We start right at the data generation stage and, with the help of our extensively trained staff, conduct both written and telephone surveys on your behalf. Our range of services leading up to the statistical analysis also includes conducting experiments and modeling existing process data. <\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-16fb920 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"16fb920\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-e3d309f elementor-widget elementor-widget-html\" data-id=\"e3d309f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-data-service-preparation\" class=\"novu-data-service-preparation\" aria-label=\"Datenaufbereitung\">\n<div class=\"novu-data-service-preparation__header\">\n<div class=\"novu-data-service-preparation__header-icon\" aria-hidden=\"true\">\n      <svg viewbox=\"0 0 24 24\">\n        <path d=\"M5 20V12\"><\/path>\n        <path d=\"M10 20V8\"><\/path>\n        <path d=\"M15 20V4\"><\/path>\n        <path d=\"M20 20V10\"><\/path>\n      <\/svg>\n    <\/div>\n<div class=\"novu-data-service-preparation__title\">\n      <a href=\"https:\/\/novustat.com\/datenauswertung\/datenaufbereitung.html\">Data preparation<\/a>\n    <\/div>\n<\/p><\/div>\n<div class=\"novu-data-service-preparation__content\">\n<div class=\"novu-data-service-preparation__item\">\n<div class=\"novu-data-service-preparation__item-icon\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 20V12\"><\/path>\n          <path d=\"M10 20V8\"><\/path>\n          <path d=\"M15 20V4\"><\/path>\n          <path d=\"M20 20V10\"><\/path>\n        <\/svg>\n      <\/div>\n<p class=\"novu-data-service-preparation__item-text\">To ensure accurate statistical analysis, the data sets must be cleaned and thoroughly checked in advance. We would be happy to handle this for you. <\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-c8cf897 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"c8cf897\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-e9ddcc1 elementor-widget elementor-widget-html\" data-id=\"e9ddcc1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-data-service-methods\" class=\"novu-data-service-methods\" aria-label=\"Auswahl statistischen Methoden\">\n<div class=\"novu-data-service-methods__header\">\n<div class=\"novu-data-service-methods__header-icon\" aria-hidden=\"true\">\n      <svg viewbox=\"0 0 24 24\">\n        <path d=\"M5 20V12\"><\/path>\n        <path d=\"M10 20V8\"><\/path>\n        <path d=\"M15 20V4\"><\/path>\n        <path d=\"M20 20V10\"><\/path>\n      <\/svg>\n    <\/div>\n<div class=\"novu-data-service-methods__title\">\n      <a href=\"\/statistische-methoden.html\">Selection of Statistical Methods<\/a>\n    <\/div>\n<\/p><\/div>\n<div class=\"novu-data-service-methods__content\">\n<div class=\"novu-data-service-methods__item\">\n<div class=\"novu-data-service-methods__item-icon\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 20V12\"><\/path>\n          <path d=\"M10 20V8\"><\/path>\n          <path d=\"M15 20V4\"><\/path>\n          <path d=\"M20 20V10\"><\/path>\n        <\/svg>\n      <\/div>\n<p class=\"novu-data-service-methods__item-text\">We are well-versed in the jungle of statistical methods and software and will make the right choice for your datasets and analytical goals from a range of proven methods, such as <a href=\"https:\/\/novustat.com\/en\/data-analysis\/spss-analysis.html\">SPSS analysis<\/a>.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-5b537df e-con-full novu-form-card e-flex e-con e-child\" data-id=\"5b537df\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-5b2711a elementor-widget elementor-widget-html\" data-id=\"5b2711a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-data-service-evaluation\" class=\"novu-data-service-evaluation\" aria-label=\"Statistische Auswertung\">\n<div class=\"novu-data-service-evaluation__header\">\n<div class=\"novu-data-service-evaluation__header-icon\" aria-hidden=\"true\">\n      <svg viewbox=\"0 0 24 24\">\n        <path d=\"M5 20V12\"><\/path>\n        <path d=\"M10 20V8\"><\/path>\n        <path d=\"M15 20V4\"><\/path>\n        <path d=\"M20 20V10\"><\/path>\n      <\/svg>\n    <\/div>\n<div class=\"novu-data-service-evaluation__title\">\n      <a href=\"https:\/\/novustat.com\/en\/data-analysis\/statistical-analysis.html\">Statistical evaluation<\/a>\n    <\/div>\n<\/p><\/div>\n<div class=\"novu-data-service-evaluation__content\">\n<div class=\"novu-data-service-evaluation__item\">\n<div class=\"novu-data-service-evaluation__item-icon\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 20V12\"><\/path>\n          <path d=\"M10 20V8\"><\/path>\n          <path d=\"M15 20V4\"><\/path>\n          <path d=\"M20 20V10\"><\/path>\n        <\/svg>\n      <\/div>\n<p class=\"novu-data-service-evaluation__item-text\">We would be happy to analyze your data. We often use SPSS, <a href=\"https:\/\/novustat.com\/statistische-programmierung\/r-programmierung.html\">R<\/a>, <a href=\"https:\/\/novustat.com\/datenauswertung\/datenanalyse-mit-stata.html\">Stata<\/a>, RapidMiner, and other software programs for this purpose. <\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-ff686ab e-con-full novu-form-card e-flex e-con e-child\" data-id=\"ff686ab\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-d17a286 elementor-widget elementor-widget-html\" data-id=\"d17a286\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-data-service-questionnaire\" class=\"novu-data-service-questionnaire\" aria-label=\"Auswertung Fragebogen\">\n<div class=\"novu-data-service-questionnaire__header\">\n<div class=\"novu-data-service-questionnaire__header-icon\" aria-hidden=\"true\">\n      <svg viewbox=\"0 0 24 24\">\n        <path d=\"M5 20V12\"><\/path>\n        <path d=\"M10 20V8\"><\/path>\n        <path d=\"M15 20V4\"><\/path>\n        <path d=\"M20 20V10\"><\/path>\n      <\/svg>\n    <\/div>\n<div class=\"novu-data-service-questionnaire__title\">\n      <a href=\"https:\/\/novustat.com\/datenauswertung\/auswertung-fragebogen.html\">Questionnaire Analysis<\/a>\n    <\/div>\n<\/p><\/div>\n<div class=\"novu-data-service-questionnaire__content\">\n<div class=\"novu-data-service-questionnaire__item\">\n<div class=\"novu-data-service-questionnaire__item-icon\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 20V12\"><\/path>\n          <path d=\"M10 20V8\"><\/path>\n          <path d=\"M15 20V4\"><\/path>\n          <path d=\"M20 20V10\"><\/path>\n        <\/svg>\n      <\/div>\n<p class=\"novu-data-service-questionnaire__item-text\">We provide comprehensive support, from manual data entry to questionnaire analysis.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-f5928db e-con-full novu-form-card e-flex e-con e-child\" data-id=\"f5928db\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-e816b9b elementor-widget elementor-widget-html\" data-id=\"e816b9b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-data-service-analysis\" class=\"novu-data-service-analysis\" aria-label=\"Statistische Datenanalyse\">\n<div class=\"novu-data-service-analysis__header\">\n<div class=\"novu-data-service-analysis__header-icon\" aria-hidden=\"true\">\n      <svg viewbox=\"0 0 24 24\">\n        <path d=\"M5 20V12\"><\/path>\n        <path d=\"M10 20V8\"><\/path>\n        <path d=\"M15 20V4\"><\/path>\n        <path d=\"M20 20V10\"><\/path>\n      <\/svg>\n    <\/div>\n<div class=\"novu-data-service-analysis__title\">\n      <a href=\"https:\/\/novustat.com\/en\/data-analysis.html\">Statistical Data Analysis<\/a>\n    <\/div>\n<\/p><\/div>\n<div class=\"novu-data-service-analysis__content\">\n<div class=\"novu-data-service-analysis__item\">\n<div class=\"novu-data-service-analysis__item-icon\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 20V12\"><\/path>\n          <path d=\"M10 20V8\"><\/path>\n          <path d=\"M15 20V4\"><\/path>\n          <path d=\"M20 20V10\"><\/path>\n        <\/svg>\n      <\/div>\n<p class=\"novu-data-service-analysis__item-text\">We analyze the nature of your data pool and select the appropriate tools for further processing.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-dee9715 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"dee9715\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-f23597b elementor-widget elementor-widget-html\" data-id=\"f23597b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-data-service-meta\" class=\"novu-data-service-meta\" aria-label=\"Meta-Analyse\">\n<div class=\"novu-data-service-meta__header\">\n<div class=\"novu-data-service-meta__header-icon\" aria-hidden=\"true\">\n      <svg viewbox=\"0 0 24 24\">\n        <path d=\"M5 20V12\"><\/path>\n        <path d=\"M10 20V8\"><\/path>\n        <path d=\"M15 20V4\"><\/path>\n        <path d=\"M20 20V10\"><\/path>\n      <\/svg>\n    <\/div>\n<div class=\"novu-data-service-meta__title\">\n      <a href=\"https:\/\/novustat.com\/datenauswertung\/metaanalyse.html\">Meta-analysis<\/a>\n    <\/div>\n<\/p><\/div>\n<div class=\"novu-data-service-meta__content\">\n<div class=\"novu-data-service-meta__item\">\n<div class=\"novu-data-service-meta__item-icon\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 20V12\"><\/path>\n          <path d=\"M10 20V8\"><\/path>\n          <path d=\"M15 20V4\"><\/path>\n          <path d=\"M20 20V10\"><\/path>\n        <\/svg>\n      <\/div>\n<p class=\"novu-data-service-meta__item-text\">We are also happy to conduct meta-analyses for you\u2014from literature reviews to comprehensive reporting.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-1a4eb74 e-con-full novu-form-card e-flex e-con e-child\" data-id=\"1a4eb74\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-fa2e918 elementor-widget elementor-widget-html\" data-id=\"fa2e918\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<article id=\"novu-data-service-cta\" class=\"novu-data-service-cta\" aria-labelledby=\"novu-data-service-cta-title\">\n<div class=\"novu-data-service-cta__icon\" aria-hidden=\"true\">\n    <svg viewbox=\"0 0 24 24\">\n      <path d=\"M5 20V12\"><\/path>\n      <path d=\"M10 20V8\"><\/path>\n      <path d=\"M15 20V4\"><\/path>\n      <path d=\"M20 20V10\"><\/path>\n    <\/svg>\n  <\/div>\n<div class=\"novu-data-service-cta__copy\">\n<div id=\"novu-data-service-cta-title\" class=\"novu-data-service-cta__title\">\n  Request a customized data analysis for your project.\n    <\/div>\n<p class=\"novu-data-service-cta__text\">\n  Our statisticians will review your data, research question, and project goals and recommend the most appropriate analysis method.\n    <\/p>\n<\/p><\/div>\n<p>  <a class=\"novu-data-service-cta__button\" href=\"https:\/\/novustat.com\/en\/get-free-quote.html\"><br \/>\n  Request Data Analysis<br \/>\n  <\/a><\/p>\n<\/article><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e6230ae elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e6230ae\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f8886cf\" data-id=\"f8886cf\" data-element_type=\"column\" data-e-type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-eb1e71c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"eb1e71c\" data-element_type=\"section\" data-e-type=\"section\">\n<div class=\"elementor-container elementor-column-gap-no\">\n<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-1f1941b\" data-id=\"1f1941b\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-37f6209 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"37f6209\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p>Depending on <strong>the task at hand or <\/strong>the <strong>research question<\/strong>, we can advise you or take some of the burden off your shoulders regarding:<\/p>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-93d22a5 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"93d22a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<ul class=\"wp-block-list\">\n<li>Data Analysis Using Descriptive Statistics (Mean, Median, etc.)<\/li>\n<li>Exploratory Statistics (Analysis of Standard Deviation, etc.)<\/li>\n<li>Inductive Statistics (Hypothesis Testing, Inferences About the Population)<\/li>\n<li>univariate, bivariate, and multivariate analyses<\/li>\n<li>Modeling (linear regression under a normal distribution, logistic regression, generalized linear models, mixed models)<\/li>\n<li>Correlation Analyses (including standard deviation and variance)<\/li>\n<li>Analysis of Variance<\/li>\n<li>Advanced methods such as cluster analysis, factor analysis, and many more<\/li>\n<li>Interpretations, graphical representations, written reports, and PowerPoint presentations (upon request)<\/li>\n<\/ul><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section>\n<div class=\"elementor-element elementor-element-d3006bd novu-r15-reference-row e-flex e-con-boxed e-con e-parent\" data-id=\"d3006bd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-0ec4134 e-con-full novu-r15-reference-copy e-flex e-con e-child\" data-id=\"0ec4134\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-91c9c44 elementor-widget elementor-widget-heading\" data-id=\"91c9c44\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Results that build trust.<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-180872c elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"180872c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">What do customers say about NOVUSTAT's data analysis?<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-a48340f elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"a48340f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p><strong>Testimonials<\/strong> and<strong> case studies<\/strong> illustrate how customers experience <b>data analysis at <\/b>NOVUSTAT. <strong>With a solid technical foundation and <\/strong> <strong>a proven track record<\/strong> in <strong>practice<\/strong> for more than <strong>ten years <\/strong>. <\/p>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-6fcdbe5 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"6fcdbe5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Certified reviews from projects.<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-4d2b12f e-con-full e-flex e-con e-child\" data-id=\"4d2b12f\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-2bde146 e-con-full e-flex e-con e-child\" data-id=\"2bde146\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-7ab18fc elementor-absolute elementor-widget elementor-widget-image\" data-id=\"7ab18fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"Read NOVUSTAT reviews on Google\" href=\"https:\/\/www.google.com\/maps\/place\/Novustat+Statistik-Beratung\/@50.3367594,6.2267816,6z\/data=!4m6!3m5!1s0x479aacdaf7b374f1:0x48923c22e634bcb6!8m2!3d50.44971!4d11.5135722!16s%2Fg%2F11bc6zm4st?entry=tts&#038;g_ep=EgoyMDI2MDUxMy4wIPu8ASoASAFQAw%3D%3D&#038;skid=2b804acc-c024-4155-9df8-da510200cded\"><br \/>\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"234\" height=\"178\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Google.png\" class=\"attachment-full size-full wp-image-43717\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-fefb34f e-con-full e-flex e-con e-child\" data-id=\"fefb34f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-a469cf2 elementor-widget elementor-widget-image\" data-id=\"a469cf2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/de.trustpilot.com\/review\/novustat.com\"><br \/>\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"720\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Trustpilot_Novustat_ergebnis.webp\" class=\"attachment-full size-full wp-image-37959\" alt=\"NOVUSTAT&#039;s Trustpilot rating: 4.9 stars\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Trustpilot_Novustat_ergebnis.webp 720w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Trustpilot_Novustat_ergebnis-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Trustpilot_Novustat_ergebnis-150x150.webp 150w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" 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src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Provenexpert_mobile_75x57-3_opti-e1784184772653.webp\" class=\"attachment-full size-full wp-image-43693\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-76216b9 elementor-align-center elementor-absolute elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"76216b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/novustat.com\/en\/customers.html\"><br \/>\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\"><br \/>\n\t\t\t\t\t\t<span class=\"elementor-button-icon\"><br \/>\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<\/span><br \/>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn more about our references<\/span><br \/>\n\t\t\t\t\t<\/span><br \/>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-fe65b2b e-con-full e-flex e-con e-child\" data-id=\"fe65b2b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-d1be945 elementor-widget__width-inherit elementor-widget elementor-widget-html\" data-id=\"d1be945\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div class=\"novu-wistia-lazy novu-wistia-intro\" data-wistia-id=\"eeue85bivf\" onclick=\"novuLoadWistiaVideo(this)\" style=\"position:relative;display:block;width:100%;height:auto;aspect-ratio:16\/9;overflow:hidden;border-radius:12px;background:#eef4f7;cursor:pointer;padding:0;line-height:0;\">\n<p>  <img src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/novustat-video-intro_ergebnis.webp\" alt=\"NOVUSTAT Client Spotlight Video Highlighting Collaboration on Statistical Projects\" loading=\"eager\" fetchpriority=\"high\" decoding=\"async\" style=\"position:absolute;inset:0;display:block;width:100%;height:100%;object-fit:cover;\"><\/p>\n<p>  <span aria-hidden=\"true\" style=\"position:absolute;left:50%;top:50%;z-index:50;width:92px;height:62px;transform:translate(-50%,-50%);border-radius:14px;background:rgba(86,174,212,.9);box-shadow:0 10px 28px rgba(0,0,0,.22);pointer-events:none;\"><br \/>\n    <span style=\"position:absolute;left:38px;top:18px;width:0;height:0;border-top:13px solid transparent;border-bottom:13px solid transparent;border-left:20px solid #ffffff;\"><br \/>\n    <\/span><br \/>\n  <\/span><\/p>\n<\/div><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-56ef9a1 e-flex e-con-boxed e-con e-parent\" data-id=\"56ef9a1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-b5175a3 novu-r16-quote-card e-flex e-con-boxed e-con e-child\" data-id=\"b5175a3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-55dd2b2 elementor-absolute elementor-widget__width-initial novu-r16-decoration novu-r16-decoration-top elementor-widget elementor-widget-image\" data-id=\"55dd2b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp\" class=\"attachment-large size-large wp-image-38057\" alt=\"Novustat Chart Quote\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-768x768.webp 768w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1536x1536.webp 1536w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis.webp 2000w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-017f343 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"017f343\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">Which methods can be used to analyze data?<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-1439e0a elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"1439e0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"novu-sas-intro-copy\">Depending on <strong>the number<\/strong> and <strong>combination<\/strong> of <strong>variables<\/strong> to be considered and their value categories, we use <strong>univariate<\/strong>, <strong>bivariate<\/strong>, or <strong>multivariate<\/strong> methods:<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-b554919 elementor-widget elementor-widget-image\" data-id=\"b554919\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"465\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/Datenauswertung.jpeg\" class=\"attachment-large size-large wp-image-47501\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/Datenauswertung.jpeg 640w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/Datenauswertung-300x218.jpeg 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-36ba955 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"36ba955\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"novu-data-methods-wide\">\n<div class=\"novu-data-methods-wide__block\">In <em>univariate analysis<\/em>, descriptive statistical methods are used, such as the calculation of frequency distributions, measures of central tendency and dispersion, or measures of concentration (Lorenz curve, Gini coefficient, etc.).<\/div>\n<div class=\"novu-data-methods-wide__block\">If relationships between two variables are to be determined, we use <em>bivariate<\/em> forms of presentation such as the contingency table, the scatter diagram or methods such as simple correlation or regression analyses.<\/div>\n<div class=\"novu-data-methods-wide__block novu-data-methods-wide__block--nested\">When dealing with <em>multidimensional<\/em> variable values, we employ selected methods from inductive statistics, known as multivariate methods. Depending on the objective, we distinguish between <\/p>\n<ul class=\"novu-data-methods-wide__sublist\">\n<li>testing procedures that serve to verify a given hypothesis about the relationships between variables or objects, such as variance, discriminant, multiple regression or conjoint analysis, and<\/li>\n<li>exploratory methods for gaining new insights into relationships or groupings of variables or objects, such as principal component analysis, factor analysis, cluster analysis, and multidimensional scaling.<\/li>\n<\/ul><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-cabcdec e-flex e-con-boxed e-con e-parent\" data-id=\"cabcdec\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-55982b7 e-con-full e-flex e-con e-child\" data-id=\"55982b7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"elementor-element elementor-element-d0a9061 elementor-absolute elementor-widget elementor-widget-image\" data-id=\"d0a9061\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp\" class=\"attachment-large size-large wp-image-38057\" alt=\"Novustat Chart Quote\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-768x768.webp 768w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1536x1536.webp 1536w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis.webp 2000w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-b9a0309 elementor-absolute elementor-widget elementor-widget-html\" data-id=\"b9a0309\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n<div class=\"novu-regina-badge\" aria-label=\"Regina Hollweck, Senior Statistikerin\">\n<div class=\"novu-regina-badge__logo\">\n    <img loading=\"lazy\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1_opti.webp\" alt=\"NOVUSTAT Logo\" width=\"160\" height=\"160\" loading=\"lazy\" decoding=\"async\">\n  <\/div>\n<div class=\"novu-regina-badge__content\">\n<h3>Regina Hollweck<\/h3>\n<p class=\"novu-regina-badge__role\">Senior statistician<\/p>\n<\/p><\/div>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-e01b015 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-absolute elementor-widget elementor-widget-image\" data-id=\"e01b015\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"903\" height=\"998\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Regina_Hollweck-1_opti.webp\" class=\"attachment-full size-full wp-image-41847\" alt=\"Regina Hollweck, Senior Statistician at NOVUSTAT, is the contact person for statistical consulting and a free initial assessment.\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Regina_Hollweck-1_opti.webp 903w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Regina_Hollweck-1_opti-271x300.webp 271w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Regina_Hollweck-1_opti-768x849.webp 768w\" sizes=\"auto, (max-width: 903px) 100vw, 903px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-5d55f04 e-con-full novu-contact-cta-scope e-flex e-con e-child\" data-id=\"5d55f04\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-48de2db elementor-widget elementor-widget-heading\" data-id=\"48de2db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Free Initial Assessment<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-4ca7d8a elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"4ca7d8a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">Do you need help analyzing your data?<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-ce08f81 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"ce08f81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"184\" data-end=\"397\">We would be happy to assist you with the <strong data-start=\"219\" data-end=\"259\">statistical analysis of your data<\/strong>. Our experienced statisticians will guide you through the process\u2014from selecting the appropriate methods to providing a clear interpretation of your results. Take advantage of the academic expertise of our <strong data-start=\"449\" data-end=\"467\">80 statisticians<\/strong> and our experience with <strong data-start=\"494\" data-end=\"520\">SPSS, Stata, R, <\/strong><strong data-start=\"494\" data-end=\"520\"> SAS, and many other tools.<\/strong>  <\/p>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-c78f0fc elementor-widget elementor-widget-html\" data-id=\"c78f0fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-hero-buttons-only\">\n<div class=\"novu-hero-buttons-row\">\n<p>    <a class=\"novu-hero-btn novu-hero-btn-request\" href=\"https:\/\/novustat.com\/en\/get-free-quote.html\"><br \/>\n      <span class=\"novu-hero-btn-inner\"><br \/>\n        <span class=\"novu-hero-icon\" aria-hidden=\"true\"><br \/>\n          <svg viewbox=\"0 0 24 24\">\n            <path d=\"M22 2 11 13\"><\/path>\n            <path d=\"M22 2 15 22 11 13 2 9 22 2z\"><\/path>\n          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data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-5e29087 e-con-full e-flex e-con e-child\" data-id=\"5e29087\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-56aeb4f novu-de-flag-widget novu-flag-size-compact elementor-widget elementor-widget-image\" data-id=\"56aeb4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"tel:+4921199346512\"><br \/>\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"469\" height=\"312\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novu_Ger.png\" class=\"attachment-full size-full wp-image-37613\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novu_Ger.png 469w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novu_Ger-300x200.png 300w\" sizes=\"auto, (max-width: 469px) 100vw, 469px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-affe387 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"affe387\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\"><a href=\"tel:+4921199346512\">+49 (0) 211 99346512<\/a><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-df067fd e-con-full e-flex e-con e-child\" data-id=\"df067fd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-6f500de novu-ch-flag-widget novu-flag-size-compact elementor-widget elementor-widget-image\" data-id=\"6f500de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"tel:+41788911111\"><br \/>\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"469\" height=\"312\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novu_Ch.png\" class=\"attachment-full size-full wp-image-37611\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novu_Ch.png 469w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novu_Ch-300x200.png 300w\" sizes=\"auto, (max-width: 469px) 100vw, 469px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-7edd2e0 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"7edd2e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\"><a href=\"tel:+41788911111\">+41 (0) 78 89 11111<\/a><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-1a5a097 e-con-full e-flex e-con e-child\" data-id=\"1a5a097\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-a19ab53 novu-us-flag-widget novu-flag-size-compact elementor-widget elementor-widget-image\" data-id=\"a19ab53\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"tel:+18885233685\"><br \/>\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"469\" height=\"312\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/10\/novustat-united-states-flag.png\" class=\"attachment-full size-full wp-image-55081\" alt=\"United States\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/10\/novustat-united-states-flag.png 469w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/10\/novustat-united-states-flag-300x200.png 300w\" sizes=\"auto, (max-width: 469px) 100vw, 469px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-4f65450 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"4f65450\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\"><a href=\"tel:+18885233685\">+1 (888) 5233685<\/a><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-b9aaffb e-flex e-con-boxed e-con e-parent\" data-id=\"b9aaffb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-6fe415d e-con-full e-flex e-con e-child\" data-id=\"6fe415d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-1a7021d e-con-full novu-r26-heading-copy e-flex e-con e-child\" data-id=\"1a7021d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n<div class=\"elementor-element elementor-element-d68ef7e elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d68ef7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h3 class=\"elementor-heading-title elementor-size-default\">Proven statistical software for project use<\/h3>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-71272f2 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"71272f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">Software for your statistical data analysis<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-08ce8c7 elementor-hidden-mobile elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"08ce8c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\"><br \/>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-24e6095 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"24e6095\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p>Depending on <strong data-start=\"84\" data-end=\"101\">the data structure<\/strong>, <strong data-start=\"103\" data-end=\"120\">research question<\/strong>, and desired <strong data-start=\"137\" data-end=\"151\">analysis<\/strong>, we select the appropriate software for your project. Our selection ranges from traditional statistical software to specialized solutions for <strong data-start=\"304\" data-end=\"328\">qualitative analysis<\/strong>, <strong data-start=\"330\" data-end=\"359\">structural equation modeling<\/strong>, and <strong data-start=\"364\" data-end=\"390\">technical applications<\/strong>. This ensures that every analysis is conducted <strong data-start=\"436\" data-end=\"458\">in a methodologically sound<\/strong>, <strong data-start=\"460\" data-end=\"479\">transparent<\/strong>, and <strong data-start=\"484\" data-end=\"497\">efficient<\/strong> manner.<strong> <\/p>\n<p>For statistical analyses, we use the following proven tools, among others:<\/strong>  <\/p>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-d4a1397 e-con-full e-flex e-con e-child\" data-id=\"d4a1397\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\n<div class=\"elementor-element elementor-element-75c2083 elementor-widget elementor-widget-image\" data-id=\"75c2083\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"1080\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_DL_Programmierung_opti.webp\" class=\"elementor-animation-bob attachment-full size-full wp-image-45043\" alt=\"Statistical Programming with R, Python, SAS, and Automated Data Processing\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_DL_Programmierung_opti.webp 720w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_DL_Programmierung_opti-200x300.webp 200w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_DL_Programmierung_opti-683x1024.webp 683w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-112306c e-flex e-con-boxed e-con e-parent\" data-id=\"112306c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-dfe4fff e-con-full e-flex e-con e-child\" data-id=\"dfe4fff\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-fe18a64 elementor-widget elementor-widget-html\" data-id=\"fe18a64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-software-row-01\" class=\"novu-software-grid\">\n<article class=\"novu-software-card\">\n<div class=\"novu-software-copy\">\n<h3>Excel<\/h3>\n<p>Spreadsheet, suitable for data entry and graphical representation of data; capable of performing simple calculations such as mean, percentages, or standard deviation<\/p>\n<\/p><\/div>\n<\/article>\n<article class=\"novu-software-card\">\n<div class=\"novu-software-copy\">\n<h3>R<\/h3>\n<p>A professional open-source program with a wide variety of packages for a wide range of statistical analyses. Programming skills are required. <\/p>\n<\/p><\/div>\n<\/article>\n<article class=\"novu-software-card\">\n<div class=\"novu-software-copy\">\n<h3>Stata<\/h3>\n<p>Professional commercial statistics software for advanced data analysis<\/p>\n<\/p><\/div>\n<\/article>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-74f62da elementor-widget elementor-widget-html\" data-id=\"74f62da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-software-row-02\" class=\"novu-software-grid\">\n<article class=\"novu-software-card\">\n<div class=\"novu-software-copy\">\n<h3>SPSS<\/h3>\n<p>Window-based software for statistical data analysis; all essential statistical analyses, syntax, and graphics (e.g., histograms) can be generated upon request.<\/p>\n<\/p><\/div>\n<\/article>\n<article class=\"novu-software-card\">\n<div class=\"novu-software-copy\">\n<h3>\n        <a href=\"https:\/\/novustat.com\/statistische-programmierung\/matlab-programmierung.html\">MATLAB Programming<\/a><br \/>\n      <\/h3>\n<p>For numerical calculations or technical applications<\/p>\n<\/p><\/div>\n<\/article>\n<article class=\"novu-software-card\">\n<div class=\"novu-software-copy\">\n<h3>SPSS AMOS<\/h3>\n<p>A Covariance-Based Approach for Estimating Structural Equation Models<\/p>\n<\/p><\/div>\n<\/article>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-66ec9fa elementor-widget elementor-widget-html\" data-id=\"66ec9fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-software-row-03\" class=\"novu-software-grid\">\n<article class=\"novu-software-card\">\n<div class=\"novu-software-copy\">\n<h3>SmartPLS<\/h3>\n<p>A variance-based approach to analyzing structural equation models; a good method for drawing conclusions about the population<\/p>\n<\/p><\/div>\n<\/article>\n<article class=\"novu-software-card\">\n<div class=\"novu-software-copy\">\n<h3>\n        <a href=\"https:\/\/www.maxqda.com\/de\/\">MaxQDA<\/a><br \/>\n      <\/h3>\n<p>Qualitative content analysis for coding open-ended questions, interviews, conversations, and more\u2014text analysis <\/p>\n<\/p><\/div>\n<\/article>\n<article class=\"novu-software-card\">\n<div class=\"novu-software-copy\">\n<h3>Other Programs<\/h3>\n<p>We can incorporate additional programs and specialized software solutions into your project upon request.<\/p>\n<\/p><\/div>\n<\/article>\n<\/div><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-376debb novu-r26-intro-cards e-flex e-con-boxed e-con e-parent\" data-id=\"376debb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-b714790 e-con-full e-flex e-con e-child\" data-id=\"b714790\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\n<div class=\"elementor-element elementor-element-2123d4f elementor-widget elementor-widget-image\" data-id=\"2123d4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:300}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/Novustat_N_Logo_Blau3_ergebnis.webp\" title=\"novustat-n-logo-blue.png\" alt=\"NOVUSTAT N-Logo als grafisches Markenelement\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-df25f91 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"df25f91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">More than just statistical analysis<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-425bfc7 elementor-absolute elementor-widget elementor-widget-image\" data-id=\"425bfc7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/de.trustpilot.com\/review\/novustat.com\"><br \/>\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"450\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1.png\" class=\"attachment-full size-full wp-image-35629\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1.png 450w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1-300x300.png 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1-150x150.png 150w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-cb3f3be elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"cb3f3be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"n6owBd awi2gc\" data-sfc-cp=\"\" data-sfc-root=\"ep\" data-hveid=\"CAAIBxAA\" data-complete=\"true\" data-processed=\"true\" data-copy-service-computed-style=\"font-family: \"Google Sans\", Arial, sans-serif; font-size: 16px; font-weight: 400; margin: 12px 0px 16px; text-decoration: none; border-bottom: 0px rgb(10, 10, 10);\">Beyond pure <strong data-start=\"15\" data-end=\"39\">statistical analysis<\/strong>, <strong>NOVUSTAT<\/strong>, as <strong>a full-service provider <\/strong>, offers much more.<\/div>\n<div class=\"otQkpb\" role=\"heading\" aria-level=\"3\" data-animation-nesting=\"\" data-sfc-cp=\"\" data-sfc-root=\"ep\" data-complete=\"true\" data-processed=\"true\" data-sae=\"\" aria-owns=\"action-menu-parent-container\" data-copy-service-computed-style=\"font-family: \"Google Sans\", Arial, sans-serif; font-size: 20px; font-weight: 600; margin: 24px 0px 12px; text-decoration: none; border-bottom: 0px rgb(10, 10, 10);\"> <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-c72581f e-con-full e-flex e-con e-child\" data-id=\"c72581f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n<div class=\"elementor-element elementor-element-281c90f elementor-widget elementor-widget-html\" data-id=\"281c90f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-spss-support-options-v1\" class=\"novu-spss-support-options-v1\" aria-label=\"Leistungen \u00fcber die statistische Analyse hinaus\">\n<div class=\"novu-spss-support-options-v1__stack\">\n<p>    <!-- ASPEKT 01 --><\/p>\n<div class=\"novu-spss-support-options-v1__row\">\n<div class=\"novu-spss-support-options-v1__check\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 12.5l4.2 4.2L19 7\"><\/path>\n        <\/svg>\n      <\/div>\n<div class=\"novu-spss-support-options-v1__copy\">\n<div class=\"novu-spss-support-options-v1__heading\">\n  Comprehensive Solutions\n        <\/div>\n<div class=\"novu-spss-support-options-v1__description\">\n          <strong>Comprehensive solutions<\/strong> that incorporate customer expectations from the very beginning and bring them to life in the best possible way\n        <\/div>\n<\/p><\/div>\n<div class=\"novu-spss-support-options-v1__chart\" aria-hidden=\"true\">\n        <i><\/i><br \/>\n        <i><\/i><br \/>\n        <i><\/i><br \/>\n        <i><\/i>\n      <\/div>\n<\/p><\/div>\n<p>    <!-- ASPEKT 02 --><\/p>\n<div class=\"novu-spss-support-options-v1__row\">\n<div class=\"novu-spss-support-options-v1__check\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 12.5l4.2 4.2L19 7\"><\/path>\n        <\/svg>\n      <\/div>\n<div class=\"novu-spss-support-options-v1__copy\">\n<div class=\"novu-spss-support-options-v1__heading\">\n  Full Service\n        <\/div>\n<div class=\"novu-spss-support-options-v1__description\">\n          <strong>Full-service<\/strong>: from hypothesis generation and statistical data analysis to the interpretation, formulation, and presentation of the results, regardless of the project's stage.\n        <\/div>\n<\/p><\/div>\n<div class=\"novu-spss-support-options-v1__chart\" aria-hidden=\"true\">\n        <i><\/i><br \/>\n        <i><\/i><br \/>\n        <i><\/i><br \/>\n        <i><\/i>\n      <\/div>\n<\/p><\/div>\n<p>    <!-- ASPEKT 03 --><\/p>\n<div class=\"novu-spss-support-options-v1__row\">\n<div class=\"novu-spss-support-options-v1__check\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 12.5l4.2 4.2L19 7\"><\/path>\n        <\/svg>\n      <\/div>\n<div class=\"novu-spss-support-options-v1__copy\">\n<div class=\"novu-spss-support-options-v1__heading\">\n  Professional and technically sound statistical analysis\n        <\/div>\n<div class=\"novu-spss-support-options-v1__description\">\n  Professional and technically sound statistical analysis, <strong>even for complex problems<\/strong>: Our freelance staff are all proven experts in <a href=\"https:\/\/novustat.com\/en\/data-analysis\/statistical-analysis.html\">statistical analysis<\/a> and, as such, are proficient in all standard methods that have become established in the market for <a href=\"https:\/\/novustat.com\/datenauswertung\/datenerhebung.html\">data collection<\/a>, statistical data analysis, and data interpretation for the purposes of applied and theoretical statistics.\n        <\/div>\n<\/p><\/div>\n<div class=\"novu-spss-support-options-v1__chart\" aria-hidden=\"true\">\n        <i><\/i><br \/>\n        <i><\/i><br \/>\n        <i><\/i><br \/>\n        <i><\/i>\n      <\/div>\n<\/p><\/div>\n<p>    <!-- ASPEKT 04 --><\/p>\n<div class=\"novu-spss-support-options-v1__row\">\n<div class=\"novu-spss-support-options-v1__check\" aria-hidden=\"true\">\n        <svg viewbox=\"0 0 24 24\">\n          <path d=\"M5 12.5l4.2 4.2L19 7\"><\/path>\n        <\/svg>\n      <\/div>\n<div class=\"novu-spss-support-options-v1__copy\">\n<div class=\"novu-spss-support-options-v1__heading\">\n  Detailed Review\n        <\/div>\n<div class=\"novu-spss-support-options-v1__description\">\n          <strong>A detailed discussion<\/strong> of the analyses with the statistician on an equal footing, so that they can understand and follow all steps of the statistical analysis as well as key metrics such as standard deviation, variance, and statistical quality.\n        <\/div>\n<\/p><\/div>\n<div class=\"novu-spss-support-options-v1__chart\" aria-hidden=\"true\">\n        <i><\/i><br \/>\n        <i><\/i><br \/>\n        <i><\/i><br \/>\n        <i><\/i>\n      <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-4cd1e4e novu-r15-portrait-row novu-r16-founder-quote-row e-flex e-con-boxed e-con e-parent\" data-id=\"4cd1e4e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-ddfd957 e-con-full elementor-hidden-mobile novu-r15-portrait-col novu-r15-founder-col e-flex e-con e-child\" data-id=\"ddfd957\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;}\">\n<div class=\"elementor-element elementor-element-0731aa9 elementor-absolute novu-r15-founder-label elementor-widget elementor-widget-html\" data-id=\"0731aa9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n<div class=\"novu-founder-badge\" aria-label=\"Dr. Robert Gr\u00fcnwald, CEO und Founder der NOVUSTAT GmbH\">\n<div class=\"novu-founder-badge__logo\">\n    <img loading=\"lazy\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/Novustat_N_Logo_Blau1_opti.webp\" alt=\"NOVUSTAT Logo\" width=\"160\" height=\"160\" loading=\"lazy\" decoding=\"async\">\n  <\/div>\n<div class=\"novu-founder-badge__content\">\n<h3>Dr. Robert Gr\u00fcnwald<\/h3>\n<p class=\"novu-founder-badge__role\">\n      <strong>CEO & Founder<\/strong><br \/>\n      <span class=\"novu-founder-badge__separator\" aria-hidden=\"true\">\u00b7<\/span><br \/>\n      <span>NOVUSTAT GmbH<\/span>\n    <\/p>\n<\/p><\/div>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-6d23981 novu-r15-founder-photo elementor-widget elementor-widget-image\" data-id=\"6d23981\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"1400\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti.webp\" class=\"attachment-full size-full wp-image-43224\" alt=\"Profile of Dr. Robert Gr\u00fcnwald, CEO and Founder of NOVUSTAT\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti.webp 800w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti-171x300.webp 171w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti-585x1024.webp 585w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/07\/036_08_06_Dr.Robert-Gruenwald-Novustat-800-x-1400-px_opti-768x1344.webp 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-f514a8b e-con-full novu-r16-quote-card e-flex e-con e-child\" data-id=\"f514a8b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-4ffd149 elementor-absolute novu-r16-decoration novu-r16-decoration-bottom elementor-widget elementor-widget-image\" data-id=\"4ffd149\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp\" class=\"attachment-large size-large wp-image-38057\" alt=\"Novustat Chart Quote\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-768x768.webp 768w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1536x1536.webp 1536w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis.webp 2000w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-c028a9a elementor-absolute novu-r16-decoration novu-r16-decoration-top elementor-widget elementor-widget-image\" data-id=\"c028a9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp\" class=\"attachment-large size-large wp-image-38057\" alt=\"Novustat Chart Quote\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-768x768.webp 768w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1536x1536.webp 1536w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis.webp 2000w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-a151eb3 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"a151eb3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">Scientific precision for research and business<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-96a9ce2 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"96a9ce2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"qMYqUG_convSearchResultHighlightRoot\">\n<div class=\"\" data-turn-id-container=\"request-WEB:e3c238df-6122-4f77-8864-3af6f0378a7f-26\" data-is-intersecting=\"true\">\n<section class=\"text-token-text-primary w-full focus:outline-none has-data-writing-block:pointer-events-none [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" data-turn-id=\"request-WEB:e3c238df-6122-4f77-8864-3af6f0378a7f-26\" data-turn-id-container=\"request-WEB:e3c238df-6122-4f77-8864-3af6f0378a7f-26\" data-testid=\"conversation-turn-54\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\">\n<div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" data-conversation-screenshot-content=\"\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"3069f93e-ffa7-453f-b1e9-c5799690528a\" data-turn-start-message=\"true\" data-message-model-slug=\"gpt-5-6-thinking\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"markdown prose dark:prose-invert wrap-break-word w-full dark markdown-new-styling\">\n<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"368\" data-end=\"823\">Whenever research projects, scientific and technical experiments, or professional <a href=\"https:\/\/novustat.com\/en\/data-analysis\/spss-analysis.html\">SPSS<\/a>, <a href=\"https:\/\/novustat.com\/datenauswertung\/datenanalyse-mit-stata.html\">Stata<\/a>, or <a href=\"https:\/\/novustat.com\/?page_id=278\">AMOS analyses<\/a> require the highest level of accuracy to support corporate strategic decisions, Novustat provides the ideal expertise to ensure reliable results.<\/p>\n<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"368\" data-end=\"823\"><strong>As a renowned provider of statistical services with experts from the business and academic worlds, we are able to meet even the most demanding requirements in the fields of statistics, interdisciplinary data analysis, and statistical evaluation.<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-8e0c9e2 elementor-align-center elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"8e0c9e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/novustat.com\/en\/about-novustat.html\"><br \/>\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\"><br \/>\n\t\t\t\t\t\t<span class=\"elementor-button-icon\"><br \/>\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<\/span><br \/>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn more about the benefits of NOVUSTAT<\/span><br \/>\n\t\t\t\t\t<\/span><br \/>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-0168a5b e-flex e-con-boxed e-con e-parent\" data-id=\"0168a5b\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-fb0b171 e-con-full e-flex e-con e-child\" data-id=\"fb0b171\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-1741e27 e-con-full e-flex e-con e-child\" data-id=\"1741e27\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-2fb4be2 e-con-full e-flex e-con e-child\" data-id=\"2fb4be2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-58c507e elementor-widget elementor-widget-heading\" data-id=\"58c507e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Factors contributing to a thorough data analysis<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-13d4bd1 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"13d4bd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">What factors determine the success of data analysis <br \/><\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-b436d09 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b436d09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"110\" data-end=\"659\"><strong>NOVUSTAT<\/strong> can <strong data-start=\"136\" data-end=\"163\">advise<\/strong> you on <strong data-start=\"136\" data-end=\"163\">data analysis<\/strong> or <strong data-start=\"175\" data-end=\"198\">handle<\/strong> it <strong data-start=\"175\" data-end=\"198\">entirely<\/strong> for you. This step focuses on the <strong data-start=\"248\" data-end=\"277\">statistical processing<\/strong> of the data collected earlier. Successful implementation requires that the data be suitable for a <strong data-start=\"389\" data-end=\"422\">test-theoretical analysis<\/strong> \u2014that is, that it be unambiguously quantifiable. Furthermore\u2014for example, in the case of experimental series\u2014sufficiently precise <strong data-start=\"529\" data-end=\"554\">operationalizations<\/strong> must have been carried out to ensure that data collection is based on the necessary degree of <strong data-start=\"627\" data-end=\"643\">objectivity<\/strong>.   <\/p>\n<p data-start=\"661\" data-end=\"1115\">Especially in the case of extensive studies <strong data-start=\"722\" data-end=\"776\">,<\/strong> the <strong data-start=\"722\" data-end=\"776\">reliability of the collected data<\/strong> is a key factor in determining the usefulness of the subsequent analysis. In <strong data-start=\"829\" data-end=\"855\">descriptive statistics<\/strong>, it is impossible to condense the information contained in analyses by generating <strong data-start=\"938\" data-end=\"952\">key figures<\/strong> without a thorough understanding of various <strong data-start=\"992\" data-end=\"1015\">evaluation methods<\/strong> and the proper <strong data-start=\"1040\" data-end=\"1058\">interpretation of<\/strong> the numerical results obtained through them. <\/p>\n<p><strong>We would be happy to advise you individually and without obligation &#8211; just get in touch with us.<\/strong><\/p>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-10e5f66 e-con-full e-flex e-con e-child\" data-id=\"10e5f66\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-10e8599 e-con-full e-flex e-con e-child\" data-id=\"10e8599\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-ec48b56 elementor-widget elementor-widget-image\" data-id=\"ec48b56\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:300}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_N_Logo_Blau2.png\" title=\"Novustat_N_Logo_Blue2\" alt=\"Novustat_N_Logo_Blue2\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-b7796e3 elementor-absolute elementor-widget elementor-widget-image\" data-id=\"b7796e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/de.trustpilot.com\/review\/novustat.com\"><br \/>\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"450\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1.png\" class=\"attachment-full size-full wp-image-35629\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1.png 450w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1-300x300.png 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1-150x150.png 150w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-78c9d52 elementor-absolute elementor-widget elementor-widget-image\" data-id=\"78c9d52\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/de.trustpilot.com\/review\/novustat.com\"><br \/>\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"450\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1.png\" class=\"attachment-full size-full wp-image-35629\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1.png 450w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1-300x300.png 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Background_1-150x150.png 150w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-0db05bb e-flex e-con-boxed e-con e-parent\" data-id=\"0db05bb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-942234b e-con-full e-flex e-con e-child\" data-id=\"942234b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-e7f5ab6 e-con-full e-flex e-con e-child\" data-id=\"e7f5ab6\" data-element_type=\"container\" data-e-type=\"container\">\n<div class=\"elementor-element elementor-element-a9ddcb5 elementor-widget elementor-widget-image\" data-id=\"a9ddcb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:300}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/05\/Novustat_Logo_Blau1.png\" title=\"Novustat_Logo_Blue1\" alt=\"Novustat_Logo_Blue1\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-f8b4496 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"f8b4496\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">What we do before we analyze your data<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-a463237 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"a463237\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p>Before <strong data-start=\"10\" data-end=\"29\">data analysis<\/strong> can begin, several preparatory steps must be taken. These include <strong data-start=\"120\" data-end=\"148\">familiarizing oneself with the content<\/strong>, reviewing <strong data-start=\"166\" data-end=\"198\">the research questions and hypotheses<\/strong>, and carefully <strong data-start=\"222\" data-end=\"264\">examining and cleaning the data<\/strong>. Only after data quality, plausibility, outliers, and distribution have been checked can the subsequent <strong data-start=\"373\" data-end=\"397\">statistical analysis<\/strong> be carried out reliably and in a methodologically sound manner.  <\/p>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-b3afa35 elementor-widget elementor-widget-html\" data-id=\"b3afa35\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div class=\"novu-r-services\">\n<div class=\"novu-r-services__inner\">\n<ul class=\"novu-r-services__list\">\n<li class=\"novu-r-services__item\">\n  Familiarization with the topic<\/p>\n<\/li>\n<li class=\"novu-r-services__item\">\n  Review of the Problem Statement, Research Questions, and Hypotheses\n      <\/li>\n<li class=\"novu-r-services__item\">\n  Analysis of the Data\n      <\/li>\n<li class=\"novu-r-services__item\">\n  Data Cleaning\n      <\/li>\n<li class=\"novu-r-services__item\">\n  Validation Checks\n      <\/li>\n<li class=\"novu-r-services__item\">\n  Checking the data for outliers and distribution patterns\n      <\/li>\n<\/ul><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-6ddca61 e-flex e-con-boxed e-con e-parent\" data-id=\"6ddca61\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-1e4ec16 e-con-full novu-r16-quote-card e-flex e-con e-child\" data-id=\"1e4ec16\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-9b7ba21 elementor-absolute elementor-widget__width-initial novu-r16-decoration novu-r16-decoration-top elementor-widget elementor-widget-image\" data-id=\"9b7ba21\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp\" class=\"attachment-large size-large wp-image-38057\" alt=\"Novustat Chart Quote\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-768x768.webp 768w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1536x1536.webp 1536w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis.webp 2000w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-3a6969b elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"3a6969b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">Selecting the appropriate analysis method<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-954000e elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"954000e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div id=\"novu-statprog-purpose-copy\" class=\"novu-statprog-purpose-copy\" aria-label=\"Einsatz statistischer Programmierung\">\n<div class=\"novu-statprog-purpose-copy__paragraph\">\n<p>A crucial step in <strong>statistical data analysis<\/strong> is <strong>selecting the appropriate method<\/strong>. This choice depends on the <strong>research question<\/strong>, the <strong>measurement scale<\/strong> of the data, their <strong>distribution around the mean<\/strong> (normal or otherwise), and whether two <strong>samples<\/strong> are related or independent of each other. For example, the <strong>research question<\/strong> may aim to investigate the (in)dependence between variables or samples, or to test a hypothesis. The key <strong>criteria for selecting<\/strong> the appropriate statistical analysis method are primarily based on the following:  <\/p>\n<\/div>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-65d2268 e-con-full e-flex e-con e-child\" data-id=\"65d2268\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-b9b6a43 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"b9b6a43\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h3 class=\"elementor-heading-title elementor-size-default\">Scale level<\/h3>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-7b92bac elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"7b92bac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p>Quantitative data analysis involves numerical values. However, these values can belong to different scale levels: <\/p>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-a880749 elementor-widget elementor-widget-html\" data-id=\"a880749\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-spss-students-table\" class=\"novu-spss-students-table\" aria-label=\"Leistungen der SPSS Hilfe f\u00fcr Studierende und wissenschaftliche Projekte\">\n<table class=\"novu-spss-students-table__table\">\n<tbody class=\"novu-spss-students-table__body\">\n<tr class=\"novu-spss-students-table__row\">\n<th class=\"novu-spss-students-table__label\" scope=\"row\">\n Assistance with getting (back) started with SPSS\n        <\/th>\n<td class=\"novu-spss-students-table__value\">\n Personalized SPSS help tailored to your needs, coaching\n       <\/td>\n<\/tr>\n<tr class=\"novu-spss-students-table__row\">\n<th class=\"novu-spss-students-table__label\" scope=\"row\">\n Step-by-step guides in SPSS for statistical analysis of all levels of complexity\n       <\/th>\n<td class=\"novu-spss-students-table__value\">\n Research projects, term papers, theses such as bachelor\u2019s and master\u2019s theses, and doctoral dissertations\n       <\/td>\n<\/tr>\n<tr class=\"novu-spss-students-table__row\">\n<th class=\"novu-spss-students-table__label\" scope=\"row\">\n Sample applications using your data sets\n       <\/th>\n<td class=\"novu-spss-students-table__value\">\n Reliability analysis, exploratory factor analysis, cluster analysis, discriminant analysis,...\n       <\/td>\n<\/tr>\n<tr class=\"novu-spss-students-table__row\">\n<th class=\"novu-spss-students-table__label\" scope=\"row\">\n Data Definition\n       <\/th>\n<td class=\"novu-spss-students-table__value\">\n Data Entry in SPSS Statistics, Coding Categorical Variables, Assigning Value and Variable Labels, Missing Values\n       <\/td>\n<\/tr>\n<tr class=\"novu-spss-students-table__row\">\n<th class=\"novu-spss-students-table__label\" scope=\"row\">\n Analyses in SPSS Statistics\n       <\/th>\n<td class=\"novu-spss-students-table__value\">\n Procedure, Conducting Analyses\n       <\/td>\n<\/tr>\n<tr class=\"novu-spss-students-table__row\">\n<th class=\"novu-spss-students-table__label\" scope=\"row\">\n Data Modifications\n       <\/th>\n<td class=\"novu-spss-students-table__value\">\n Recode, transform, calculate, DO IF, etc.\n       <\/td>\n<\/tr>\n<tr class=\"novu-spss-students-table__row\">\n<th class=\"novu-spss-students-table__label\" scope=\"row\">\n Data Selection\n       <\/th>\n<td class=\"novu-spss-students-table__value\">\n Sorting, filtering, subgroup analysis, selecting,...\n       <\/td>\n<\/tr>\n<tr class=\"novu-spss-students-table__row\">\n<th class=\"novu-spss-students-table__label\" scope=\"row\">\n Graph creation in SPSS\n       <\/th>\n<td class=\"novu-spss-students-table__value\">\n Customized to your specifications\n       <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-4d759ac elementor-widget elementor-widget-image\" data-id=\"4d759ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"768\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/Auswertung_Neu.jpg\" class=\"attachment-large size-large wp-image-47684\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/Auswertung_Neu.jpg 768w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/Auswertung_Neu-300x300.jpg 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/Auswertung_Neu-150x150.jpg 150w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-8c5a355 e-con-full e-flex e-con e-child\" data-id=\"8c5a355\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-8ff4533 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"8ff4533\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h3 class=\"elementor-heading-title elementor-size-default\">Distribution of the data<\/h3>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-3a167b6 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"3a167b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div id=\"novu-statprog-purpose-copy\" class=\"novu-statprog-purpose-copy\" aria-label=\"Einsatz statistischer Programmierung\">\n<div class=\"novu-statprog-purpose-copy__paragraph\">\n<p>The term \u201cdistribution of the variables\u201d refers to theoretical, model-based distributions centered around the mean, such as the normal distribution, the binomial distribution, the t-distribution, and so on. In other words, these distributions indicate the probability of individual values occurring. When the sample size is large, many distributions can be approximated by the normal distribution.    <\/p>\n<\/div>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-95c812a elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"95c812a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div id=\"novu-statprog-purpose-copy\" class=\"novu-statprog-purpose-copy\" aria-label=\"Einsatz statistischer Programmierung\">\n<div class=\"novu-statprog-purpose-copy__paragraph\">\n<p>With the IBM SPSS Statistics software package\u2014which, like Stata, features a modular structure\u2014for the statistical analysis of data, Novustat offers a valuable introduction and tutorial, particularly for undergraduate and graduate students who do not yet have sufficient experience using SPSS, as they often do not receive enough instruction on how to use the software during their studies. Our SPSS introduction to data analysis includes: <\/p>\n<\/div>\n<\/div><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-ad51310 e-con-full e-flex e-con e-child\" data-id=\"ad51310\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-036ea1b elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"036ea1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h3 class=\"elementor-heading-title elementor-size-default\">Connected vs. unconnected groups<br \/>\n<\/h3>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-d9d7a52 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"d9d7a52\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div id=\"novu-statprog-purpose-copy\" class=\"novu-statprog-purpose-copy\" aria-label=\"Einsatz statistischer Programmierung\">\n<div class=\"novu-statprog-purpose-copy__paragraph\">\n<p><strong>The type of statistical test used for statistical analysis also depends on whether the samples are dependent or independent. The following criteria are applied: <\/strong><\/p>\n<\/div>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-8cb730d elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"8cb730d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div id=\"novu-statprog-purpose-copy\" class=\"novu-statprog-purpose-copy\" aria-label=\"Einsatz statistischer Programmierung\">\n<div class=\"novu-statprog-purpose-copy__paragraph\">\n<p>The type of statistical test used for statistical analysis also depends on whether the samples are dependent or independent. The following criteria are applied: <\/p>\n<p>Samples are considered <strong>dependent or related<\/strong> when the values in one sample influence the values in the other sample. Consequently, these are usually before-and-after comparisons using the same sample. If a respondent has high baseline values, the values may also be high after the intervention.<br \/>Measurements recorded for two or more different groups of elements are called independent. The values in one sample contain no information about the values in the other sample.   <\/p>\n<\/div>\n<\/div><\/div>\n<div class=\"elementor-element elementor-element-bad656f elementor-widget elementor-widget-image\" data-id=\"bad656f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/StatDatenanalyse-1024x1024-1.jpg\" class=\"attachment-large size-large wp-image-47686\" alt=\"\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/StatDatenanalyse-1024x1024-1.jpg 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/StatDatenanalyse-1024x1024-1-300x300.jpg 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/StatDatenanalyse-1024x1024-1-150x150.jpg 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/08\/StatDatenanalyse-1024x1024-1-768x768.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-8e16ec1 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"8e16ec1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div id=\"novu-statprog-purpose-copy\" class=\"novu-statprog-purpose-copy\" aria-label=\"Einsatz statistischer Programmierung\">\n<div class=\"novu-statprog-purpose-copy__paragraph\">\n<p><strong>Benefit from professional statistical data analysis for your project. Simply use our <a href=\"https:\/\/novustat.com\/en\/get-free-quote.html\">contact form<\/a> to request a free consultation and a no-obligation quote\u2014or <a href=\"tel:+4921199346512\">give us a call<\/a>. <\/strong><\/p>\n<\/div>\n<\/div><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-daa3082 e-flex e-con-boxed e-con e-parent\" data-id=\"daa3082\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n<div class=\"e-con-inner\">\n<div class=\"elementor-element elementor-element-2925fc7 e-con-full novu-r16-quote-card e-flex e-con e-child\" data-id=\"2925fc7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200,&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-5fa4800 elementor-absolute elementor-widget__width-initial novu-r16-decoration novu-r16-decoration-top elementor-widget elementor-widget-image\" data-id=\"5fa4800\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp\" class=\"attachment-large size-large wp-image-38057\" alt=\"Novustat Chart Quote\" srcset=\"https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1024x1024.webp 1024w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-300x300.webp 300w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-150x150.webp 150w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-768x768.webp 768w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis-1536x1536.webp 1536w, https:\/\/novustat.com\/wp-content\/uploads\/2026\/06\/NOVUSTAT_Logos-3_ergebnis.webp 2000w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-00b8c9b elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"00b8c9b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">Statistical data analysis and common methods<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-83202c8 e-con-full e-flex e-con e-child\" data-id=\"83202c8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-fa6efbc elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"fa6efbc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h3 class=\"elementor-heading-title elementor-size-default\">Commonly used methods  <\/h3>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-bbe4dde elementor-widget elementor-widget-html\" data-id=\"bbe4dde\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-analysis-methods-simple\" class=\"novu-analysis-methods-simple\" aria-label=\"H\u00e4ufig eingesetzte statistische Analyseverfahren\">\n<div class=\"novu-analysis-methods-simple__intro\">\n  The following analytical methods, for example, are particularly popular and often allow conclusions to be drawn about the population:\n  <\/div>\n<div class=\"novu-analysis-methods-simple__list\">\n<div class=\"novu-analysis-methods-simple__item\">\n<div class=\"novu-analysis-methods-simple__symbol\" aria-hidden=\"true\">\n        <i><\/i><i><\/i><i><\/i>\n      <\/div>\n<div class=\"novu-analysis-methods-simple__content\">\n<div class=\"novu-analysis-methods-simple__heading\">\n  Chi-Square Test and Fisher's Exact Test\n        <\/div>\n<div class=\"novu-analysis-methods-simple__text\">\n  Correlations and the relationship between mutually independent discrete (categorical) values (e.g., the number of survey participants who selected a specific Likert category) are examined using a cross-tabulation, to which a chi-square test is applied to test for their dependence. However, the chi-square test is subject to certain conditions. If these conditions are not met, the exact Fisher\u2019s exact test is used, which is more generally applicable but also more difficult to calculate.\n        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"novu-analysis-methods-simple__item\">\n<div class=\"novu-analysis-methods-simple__symbol\" aria-hidden=\"true\">\n        <i><\/i><i><\/i><i><\/i>\n      <\/div>\n<div class=\"novu-analysis-methods-simple__content\">\n<div class=\"novu-analysis-methods-simple__heading\">\n  McNemar test\n        <\/div>\n<div class=\"novu-analysis-methods-simple__text\">\n  Discrete variables from paired samples are analyzed using the McNemar test.\n        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"novu-analysis-methods-simple__item\">\n<div class=\"novu-analysis-methods-simple__symbol\" aria-hidden=\"true\">\n        <i><\/i><i><\/i><i><\/i>\n      <\/div>\n<div class=\"novu-analysis-methods-simple__content\">\n<div class=\"novu-analysis-methods-simple__heading\">\n  t-test and ANOVA test\n        <\/div>\n<div class=\"novu-analysis-methods-simple__text\">\n  Two samples with normally distributed continuous data are compared using the t-test (Student's t-test), or, if there are more than two samples, using the ANOVA test or an analysis of variance. The t-test and ANOVA test are available in an unpaired version for independent samples and in a paired version for dependent samples.\n        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"novu-analysis-methods-simple__item\">\n<div class=\"novu-analysis-methods-simple__symbol\" aria-hidden=\"true\">\n        <i><\/i><i><\/i><i><\/i>\n      <\/div>\n<div class=\"novu-analysis-methods-simple__content\">\n<div class=\"novu-analysis-methods-simple__heading\">\n  Pearson Correlation Test\n        <\/div>\n<div class=\"novu-analysis-methods-simple__text\">\n  The linear relationship between two continuous normally distributed variables is examined, for example, using the Pearson correlation test.\n        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"novu-analysis-methods-simple__item\">\n<div class=\"novu-analysis-methods-simple__symbol\" aria-hidden=\"true\">\n        <i><\/i><i><\/i><i><\/i>\n      <\/div>\n<div class=\"novu-analysis-methods-simple__content\">\n<div class=\"novu-analysis-methods-simple__heading\">\n  Spearman's Correlation Test\n        <\/div>\n<div class=\"novu-analysis-methods-simple__text\">\n  Spearman's correlation test can also be used to examine relationships between ordinal and non-normally distributed data.\n        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"novu-analysis-methods-simple__item novu-analysis-methods-simple__item--final\">\n<div class=\"novu-analysis-methods-simple__symbol\" aria-hidden=\"true\">\n        <i><\/i><i><\/i><i><\/i>\n      <\/div>\n<div class=\"novu-analysis-methods-simple__content\">\n<div class=\"novu-analysis-methods-simple__heading\">\n  Methods for non-normally distributed data\n        <\/div>\n<div class=\"novu-analysis-methods-simple__text\">\n  If the continuous data are not normally distributed, one uses, for example, for\u2026\n        <\/div>\n<ul class=\"novu-analysis-methods-simple__sublist\">\n<li>Two independent samples: Mann-Whitney test (U-test),<\/li>\n<li>More than two independent samples: Kruskal-Wallis test<\/li>\n<li>Two related samples: Wilcoxon test (in various forms for paired or unpaired samples),<\/li>\n<li>More than two paired samples: Friedmann test.<\/li>\n<\/ul><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-b9ade1d e-con-full e-flex e-con e-child\" data-id=\"b9ade1d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-element elementor-element-f492907 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"f492907\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h3 class=\"elementor-heading-title elementor-size-default\">The specialists in statistical data analysis<\/h3>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-2bf5915 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"2bf5915\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<div id=\"novu-statprog-purpose-copy\" class=\"novu-statprog-purpose-copy\" aria-label=\"Spezialisten f\u00fcr die statistische Datenanalyse\">\n<div class=\"novu-statprog-purpose-copy__paragraph\">\n<p>In addition, there are a variety of other methods for <strong>statistical analysis<\/strong>, such as <strong>structural equation modeling<\/strong>. Statistical tests used to verify certain assumptions are also very common (for example, <strong>the Shapiro-Wilk test<\/strong>, <strong>the Kolmogorov-Smirnov test<\/strong>, <strong>the Levene test for homogeneity of variances<\/strong>, and many others). Textual data is analyzed using <strong>text<\/strong> <strong>analysis<\/strong> or <strong>text mining<\/strong> methods. <strong>Data mining methods<\/strong>, on the other hand, are used in <strong>big data applications<\/strong>.   <\/p>\n<p>We can only introduce the most important <strong>analytical methods<\/strong> and the differences between them. Statistics is a field with a wealth of methods, and there is a suitable one for every purpose. Nevertheless, the various <strong>methods of data analysis<\/strong> differ from one another and must be chosen wisely. Typically, however, different statistical methods applied to the same data lead to different results and conclusions about the <strong>population<\/strong>. Whether <strong>descriptive or inductive<\/strong> \u2014it is therefore crucial not to make a mistake when selecting a method.    <\/p>\n<\/p><\/div>\n<\/div><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1694332 novu-r26-final-section elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1694332\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-background-overlay\"><\/div>\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-38d90e9 novu-r26-final-cta\" data-id=\"38d90e9\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-7fb1ccd elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"7fb1ccd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">Personalized statistical consulting with clear processes<\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-f441431 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"f441431\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<h2 class=\"elementor-heading-title elementor-size-default\">Contact us: data analysis <br \/> &amp; get your statistics analyzed!<\/h2>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-25f3d3c elementor-widget__width-initial elementor-widget-mobile__width-initial novu-r26-final-copy elementor-widget elementor-widget-text-editor\" data-id=\"25f3d3c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"111\" data-end=\"551\">Whenever you need <strong data-start=\"129\" data-end=\"185\">to analyze data<\/strong> in <strong data-start=\"129\" data-end=\"185\">an academic or professional context<\/strong>, or require training in <strong data-start=\"235\" data-end=\"251\">data analysis<\/strong>, working with NOVUSTAT guarantees success! We have a large pool of <strong data-start=\"361\" data-end=\"421\">highly qualified, academically trained experts with practical experience<\/strong> who are capable of tackling any statistical challenge and will ensure your project is completed successfully <strong data-start=\"496\" data-end=\"529\">, conscientiously, and on schedule<\/strong>. <\/p>\n<p data-start=\"553\" data-end=\"1370\">Right from your first visit to our website, you\u2019ll have the opportunity to get a <strong data-start=\"646\" data-end=\"704\">realistic idea of the expected costs<\/strong> of hiring us. Once you\u2019ve sent us your specific requirements, you\u2019ll receive a <strong data-start=\"809\" data-end=\"834\">detailed quote<\/strong>. If you decide to work with us in the next step, we will assign a <strong data-start=\"921\" data-end=\"946\">personal account manager<\/strong> to you who will serve as your point of contact throughout all phases of the project and give you the opportunity to <strong data-start=\"1077\" data-end=\"1150\">actively influence the design and progress of the data analysis<\/strong> at any time. Our sophisticated process organization ensures optimal result quality in every case through <strong data-start=\"1230\" data-end=\"1257\">peer-to-peer checks<\/strong> throughout the work and a final <strong data-start=\"1280\" data-end=\"1321\">comprehensive review by a supervisor<\/strong>.   <\/p>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-9b71d95 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"9b71d95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\">The right statistics expert. Personalized consulting. Confidential data analysis.  <\/div>\n<\/p><\/div>\n<div class=\"elementor-element elementor-element-d889bb6 elementor-widget elementor-widget-html\" data-id=\"d889bb6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n<div id=\"novu-hero-buttons-only\">\n<div class=\"novu-hero-buttons-row\">\n<p>    <a class=\"novu-hero-btn novu-hero-btn-request\" href=\"https:\/\/novustat.com\/en\/get-free-quote.html\"><br \/>\n      <span class=\"novu-hero-btn-inner\"><br \/>\n        <span class=\"novu-hero-icon\" aria-hidden=\"true\"><br \/>\n          <svg viewbox=\"0 0 24 24\">\n            <path d=\"M22 2 11 13\"><\/path>\n            <path d=\"M22 2 15 22 11 13 2 9 22 2z\"><\/path>\n          <\/svg><br \/>\n        <\/span><br \/>\n        <span class=\"novu-hero-btn-text\">Request a Non-Binding Quote<\/span><br \/>\n      <\/span><br \/>\n    <\/a><\/p>\n<p>    <a class=\"novu-hero-btn novu-hero-btn-mail\" 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https:\/\/novustat.com\/wp-content\/uploads\/2026\/10\/novustat-united-states-flag-300x200.png 300w\" sizes=\"auto, (max-width: 469px) 100vw, 469px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<div class=\"elementor-element elementor-element-1c880db elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"1c880db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-heading-title elementor-size-default\"><a href=\"tel:+18885233685\">+1 (888) 5233685<\/a><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section>\n<div class=\"elementor-element elementor-element-cd376f5 novu-gdpr-badge-widget elementor-widget elementor-widget-image\" data-id=\"cd376f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"1000\" 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data-widget_type=\"text-editor.default\">\n<div class=\"novu-r-resources\"><a class=\"novu-r-resources__link\" href=\"https:\/\/novustat.com\/datenauswertung\/auswertung-fragebogen.html\">Questionnaire Analysis by NOVUSTAT<\/a><a class=\"novu-r-resources__link\" href=\"https:\/\/novustat.com\/en?page_id=86\">Statistical Methods<\/a><a class=\"novu-r-resources__link\" href=\"https:\/\/novustat.com\/datenauswertung\/datenaufbereitung.html\">Data Preparation with NOVUSTAT<\/a><a class=\"novu-r-resources__link\" href=\"https:\/\/novustat.com\/en\/data-analysis\/statistical-analysis.html\">Statistical Analysis<\/a><a class=\"novu-r-resources__link\" href=\"https:\/\/novustat.com\/en\/data-analysis.html\">Statistical Data Analysis by NOVUSTAT<\/a><a class=\"novu-r-resources__link\" href=\"https:\/\/novustat.com\/datenauswertung\/datenerhebung.html\">Professional Data Collection with Novustat<\/a><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Have your data professionally analyzed Data evaluation NOVUSTAT reliably guides you through your data analysis all the way to a well-founded interpretation. Let us provide you with professional and personalized support for your data analysis. Whether you\u2019re just getting started with statistical data analysis or have already moved on to interpreting the results\u2014our statisticians are [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":10,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","footnotes":""},"class_list":["post-15172","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Analysis for Research &amp; Industry | NOVUSTAT\u00ae<\/title>\n<meta name=\"description\" content=\"Complex data analysis &amp; methodological validation. 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