{"id":4178,"date":"2025-05-27T14:38:53","date_gmt":"2025-05-27T12:38:53","guid":{"rendered":"https:\/\/dataverse.lv\/documenting-data-processing-and-analysis\/"},"modified":"2026-02-16T13:16:37","modified_gmt":"2026-02-16T11:16:37","slug":"documenting-data-processing-and-analysis","status":"publish","type":"page","link":"https:\/\/dataverse.lv\/en\/documenting-data-processing-and-analysis\/","title":{"rendered":"Documenting data processing and analysis"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling fusion-no-small-visibility\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right:30px;--awb-padding-left:30px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row 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datasets<\/span><\/a><\/li><\/ul><\/li><li  id=\"menu-item-2632\"  class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-2632 awb-menu__li awb-menu__main-li awb-menu__main-li_regular\"  data-item-id=\"2632\"><span class=\"awb-menu__main-background-default awb-menu__main-background-default_fade\"><\/span><span class=\"awb-menu__main-background-active awb-menu__main-background-active_fade\"><\/span><a  href=\"https:\/\/dataverse.lv\/palidziba-petniecibas-datu-parvaldiba\/\" class=\"awb-menu__main-a awb-menu__main-a_regular\"><span class=\"menu-text\">Assistance with research data management<\/span><\/a><button type=\"button\" aria-label=\"Open submenu of Assistance with research data management\" aria-expanded=\"false\" class=\"awb-menu__open-nav-submenu_mobile awb-menu__open-nav-submenu_click awb-menu__open-nav-submenu_main awb-menu__open-nav-submenu_needs-spacing\"><\/button><ul class=\"awb-menu__sub-ul awb-menu__sub-ul_main\"><li  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class=\"awb-menu__sub-a\"><span>Glossary<\/span><\/a><\/li><li  id=\"menu-item-2623\"  class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2623 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/datu-kuratoru-pakalpojumi\/\" class=\"awb-menu__sub-a\"><span>Data curation services<\/span><\/a><\/li><li  id=\"menu-item-4337\"  class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4337 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/papildus-resursi-datu-parvaldiba\/\" class=\"awb-menu__sub-a\"><span>Sources of information<\/span><\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.56%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.56%;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:2.56%;--awb-spacing-left-medium:2.56%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1 fusion-text-no-margin\"><h2><span class=\"TextRun SCXW132789971 BCX8\" lang=\"LV-LV\" xml:lang=\"LV-LV\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">D<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">here<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\"> Processing<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">s<\/span> <span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">and <\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">analysis<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">s<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\"> documentation<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">n<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">a<\/span><\/span><span class=\"EOP SCXW132789971 BCX8\" data-ccp-props=\"{\"> <\/span><\/h2>\n<\/div><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><h5><span data-contrast=\"auto\">To enhance the reproducibility of the study, particular care must be taken in documenting the steps involved in data processing and analysis. This includes recording and writing down in detail all the processes and activities involved in data processing and analysis. Properly described and documented data ensure that the datasets can be understood and used both by the researchers themselves and by others who may wish to replicate the study or use the data for further analysis.  <\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<h5><b><span data-contrast=\"auto\">Processing of research data<\/span><\/b><span data-contrast=\"auto\"> is the process by which raw data (in English: <\/span><i><span data-contrast=\"auto\">raw data<\/span><\/i><span data-contrast=\"auto\">) is structured, transformed and prepared for analysis. <\/span> <span data-ccp-props=\"\"> <\/span><\/h5>\n<h5><span data-contrast=\"auto\">Often, when data is collected, it is not in the right format or organised in a way that allows analysis to start straight away. Data processing is therefore an integral and important step in research. It involves a variety of data handling activities, which may vary according to the type and complexity of the data.  <\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<h5><b><span data-contrast=\"auto\">Examples:<\/span><\/b><span data-ccp-props=\"\"> <\/span><\/h5>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">\n<h5><i><span data-contrast=\"auto\">Quantitative data processing:<\/span><\/i><span data-contrast=\"auto\"> survey variables are recoded (e.g. responses on a scale from \"strongly disagree\" to \"strongly agree\" are converted to numbers from 1 to 5); missing values are replaced by \"NA\"<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">\n<h5><i><span data-contrast=\"auto\">Qualitative data processing:<\/span><\/i><span data-contrast=\"auto\"> transcription of interview recordings \u2013 audio or video recordings are converted into text format; analogue research material is digitised<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<h5><b><span data-contrast=\"auto\">Analysis of research data<\/span><\/b><span data-contrast=\"auto\">  is the stage at which the processed data are analysed to answer the research questions and\/or test the hypotheses. At this stage, the researcher uses methods and analysis techniques appropriate to his\/her field of research and the objectives of the study. A variety of tools and computer programs are used to analyse the data.    <\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/div><div class=\"fusion-text fusion-text-3 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><h3><span class=\"TextRun SCXW86145544 BCX8\" lang=\"LV-LV\" xml:lang=\"LV-LV\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">Recommendations <\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">reproducible <\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">data processing<\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">i<\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\"> and analysis<\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">i<\/span><\/span><span class=\"EOP SCXW86145544 BCX8\" data-ccp-props=\"\"> <\/span><\/h3>\n<\/div><div class=\"fusion-text fusion-text-4 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><h5><span class=\"TextRun SCXW184395065 BCX8\" lang=\"LV-LV\" xml:lang=\"LV-LV\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW184395065 BCX8\">Reproducible processing and analysis of research data means that another researcher<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">,<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\"> using the same data and clearly documented activities<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">,<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\"> can replicate <\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">. <\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">steps and obtain identical results. <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW184395065 BCX8\">Reproducibility<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\"> is essential for the transparency and reliability of science<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">,<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">\u2013 It helps to avoid accidental errors, allows the validity of results to be verified and promotes collaboration between researchers.<\/span><\/span><span class=\"EOP SCXW184395065 BCX8\" data-ccp-props=\"\"> <\/span><\/h5>\n<\/div><div class=\"fusion-text fusion-text-5 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><h4><span class=\"TextRun MacChromeBold SCXW190196983 BCX8\" lang=\"LV-LV\" xml:lang=\"LV-LV\" data-contrast=\"auto\"><span class=\"NormalTextRun CommentStart SCXW190196983 BCX8\">Recommendations<\/span> <span class=\"NormalTextRun SCXW190196983 BCX8\">Study<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW190196983 BCX8\">Reproducibility<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW190196983 BCX8\">as<\/span><span class=\"NormalTextRun SCXW190196983 BCX8\"> to promote<\/span><\/span><span class=\"EOP SCXW190196983 BCX8\" data-ccp-props=\"\"> <\/span><\/h4>\n<\/div><div class=\"fusion-text fusion-text-6 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">\n<h5><b><span data-contrast=\"auto\">Produce detailed documentation:<\/span><\/b><span data-contrast=\"auto\">  make clear notes on each step of data processing and analysis. Describe how the data were transformed from raw data to a data set ready for analysis and what methods, parameters and software were used <\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">\n<h5><b><span data-contrast=\"auto\">Keep folders where data is stored in order:<\/span><\/b><span data-contrast=\"auto\"> Organise folders and files in a clear, logical way and ensure version control according to the data management plan<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">\n<h5><b><span data-contrast=\"auto\">Use tools that promote reproducibility:<\/span><\/b><span data-contrast=\"auto\"> If possible, choose tools that provide scripting to document the entire processing and analysis process<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\">\n<h5><b><span data-contrast=\"auto\">Introduce a reproducibility check:<\/span><\/b><span data-contrast=\"auto\"> Invite colleagues to check whether they are able to reproduce the results, using the documentation on the data processing and analysis steps that has been created<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_4 1_4 fusion-flex-column\" 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aria-expanded=\"false\" class=\"awb-menu__open-nav-submenu_mobile awb-menu__open-nav-submenu_click awb-menu__open-nav-submenu_main awb-menu__open-nav-submenu_needs-spacing\"><\/button><ul class=\"awb-menu__sub-ul awb-menu__sub-ul_main\"><li   class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-1830 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/datu-kopas-sagatavosana-ilgtermina-saglabasanai\/\" class=\"awb-menu__sub-a\"><span>Preparation of a dataset for long-term preservation<\/span><\/a><button type=\"button\" aria-label=\"Open submenu of Preparation of a dataset for long-term preservation\" aria-expanded=\"false\" class=\"awb-menu__open-nav-submenu_mobile awb-menu__open-nav-submenu_click awb-menu__open-nav-submenu_sub\"><\/button><ul class=\"awb-menu__sub-ul awb-menu__sub-ul_grand\"><li   class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1831 awb-menu__li awb-menu__sub-li\" ><a  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class=\"awb-menu__main-a awb-menu__main-a_regular\"><span class=\"menu-text\">Assistance with research data management<\/span><\/a><button type=\"button\" aria-label=\"Open submenu of Assistance with research data management\" aria-expanded=\"false\" class=\"awb-menu__open-nav-submenu_mobile awb-menu__open-nav-submenu_click awb-menu__open-nav-submenu_main awb-menu__open-nav-submenu_needs-spacing\"><\/button><ul class=\"awb-menu__sub-ul awb-menu__sub-ul_main\"><li   class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-2622 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/biezak-uzdotie-jautajumi-buj-par-petniecibas-datu-parvaldibu\/\" class=\"awb-menu__sub-a\"><span>Frequently asked questions (FAQs) on research data management<\/span><\/a><button type=\"button\" aria-label=\"Open submenu of Frequently asked questions (FAQs) on research data management\" aria-expanded=\"false\" class=\"awb-menu__open-nav-submenu_mobile 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awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/datu-struktura-un-apraksts\/\" class=\"awb-menu__sub-a\"><span>Data structure and description<\/span><\/a><\/li><li   class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2627 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/datu-publicesana-un-deponesana\/\" class=\"awb-menu__sub-a\"><span>Publication and deposit of data<\/span><\/a><\/li><li   class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2626 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/tehniskie-un-praktiskie-aspekti\/\" class=\"awb-menu__sub-a\"><span>Technical and practical aspects<\/span><\/a><\/li><li   class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2625 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/juridiskie-un-etiskie-aspekti\/\" class=\"awb-menu__sub-a\"><span>Legal and ethical aspects<\/span><\/a><\/li><\/ul><\/li><li   class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2624 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/petniecibas-datu-parvaldibas-terminu-glosarijs\/\" class=\"awb-menu__sub-a\"><span>Glossary<\/span><\/a><\/li><li   class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2623 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/datu-kuratoru-pakalpojumi\/\" class=\"awb-menu__sub-a\"><span>Data curation services<\/span><\/a><\/li><li   class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4337 awb-menu__li awb-menu__sub-li\" ><a  href=\"https:\/\/dataverse.lv\/papildus-resursi-datu-parvaldiba\/\" class=\"awb-menu__sub-a\"><span>Sources of information<\/span><\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-7 fusion-text-no-margin\"><h2><span class=\"TextRun SCXW132789971 BCX8\" lang=\"LV-LV\" xml:lang=\"LV-LV\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">D<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">here<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\"> Processing<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">s<\/span> <span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">and <\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">analysis<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">s<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\"> documentation<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">n<\/span><span class=\"NormalTextRun SCXW132789971 BCX8\" data-ccp-parastyle=\"heading 1\">a<\/span><\/span><span class=\"EOP SCXW132789971 BCX8\" data-ccp-props=\"{\"> <\/span><\/h2>\n<\/div><div class=\"fusion-text fusion-text-8 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><h5><span data-contrast=\"auto\">To enhance the reproducibility of the study, particular care must be taken in documenting the steps involved in data processing and analysis. This includes recording and writing down in detail all the processes and activities involved in data processing and analysis. Properly described and documented data ensure that the datasets can be understood and used both by the researchers themselves and by others who may wish to replicate the study or use the data for further analysis.  <\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<h5><b><span data-contrast=\"auto\">Processing of research data<\/span><\/b><span data-contrast=\"auto\"> is the process by which raw data (in English: <\/span><i><span data-contrast=\"auto\">raw data<\/span><\/i><span data-contrast=\"auto\">) is structured, transformed and prepared for analysis. <\/span> <span data-ccp-props=\"\"> <\/span><\/h5>\n<h5><span data-contrast=\"auto\">Often, when data is collected, it is not in the right format or organised in a way that allows analysis to start straight away. Data processing is therefore an integral and important step in research. It involves a variety of data handling activities, which may vary according to the type and complexity of the data.  <\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<h5><b><span data-contrast=\"auto\">Examples:<\/span><\/b><span data-ccp-props=\"\"> <\/span><\/h5>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">\n<h5><i><span data-contrast=\"auto\">Quantitative data processing:<\/span><\/i><span data-contrast=\"auto\"> survey variables are recoded (e.g. responses on a scale from \"strongly disagree\" to \"strongly agree\" are converted to numbers from 1 to 5); missing values are replaced by \"NA\"<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">\n<h5><i><span data-contrast=\"auto\">Qualitative data processing:<\/span><\/i><span data-contrast=\"auto\"> transcription of interview recordings \u2013 audio or video recordings are converted into text format; analogue research material is digitised<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<h5><b><span data-contrast=\"auto\">Analysis of research data<\/span><\/b><span data-contrast=\"auto\">  is the stage at which the processed data are analysed to answer the research questions and\/or test the hypotheses. At this stage, the researcher uses methods and analysis techniques appropriate to his\/her field of research and the objectives of the study. A variety of tools and computer programs are used to analyse the data.    <\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/div><div class=\"fusion-text fusion-text-9 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><h3><span class=\"TextRun SCXW86145544 BCX8\" lang=\"LV-LV\" xml:lang=\"LV-LV\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">Recommendations <\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">reproducible <\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">data processing<\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">i<\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\"> and analysis<\/span><span class=\"NormalTextRun SCXW86145544 BCX8\" data-ccp-parastyle=\"heading 2\">i<\/span><\/span><span class=\"EOP SCXW86145544 BCX8\" data-ccp-props=\"\"> <\/span><\/h3>\n<\/div><div class=\"fusion-text fusion-text-10 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><h5><span class=\"TextRun SCXW184395065 BCX8\" lang=\"LV-LV\" xml:lang=\"LV-LV\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW184395065 BCX8\">Reproducible processing and analysis of research data means that another researcher<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">,<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\"> using the same data and clearly documented activities<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">,<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\"> can replicate <\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">. <\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">steps and obtain identical results. <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW184395065 BCX8\">Reproducibility<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\"> is essential for the transparency and reliability of science<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">,<\/span><span class=\"NormalTextRun SCXW184395065 BCX8\">\u2013 It helps to avoid accidental errors, allows the validity of results to be verified and promotes collaboration between researchers.<\/span><\/span><span class=\"EOP SCXW184395065 BCX8\" data-ccp-props=\"\"> <\/span><\/h5>\n<\/div><div class=\"fusion-text fusion-text-11 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><h4><span class=\"TextRun MacChromeBold SCXW190196983 BCX8\" lang=\"LV-LV\" xml:lang=\"LV-LV\" data-contrast=\"auto\"><span class=\"NormalTextRun CommentStart SCXW190196983 BCX8\">Recommendations<\/span> <span class=\"NormalTextRun SCXW190196983 BCX8\">Study<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW190196983 BCX8\">Reproducibility<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW190196983 BCX8\">as<\/span><span class=\"NormalTextRun SCXW190196983 BCX8\"> to promote<\/span><\/span><span class=\"EOP SCXW190196983 BCX8\" data-ccp-props=\"\"> <\/span><\/h4>\n<\/div><div class=\"fusion-text fusion-text-12 fusion-text-no-margin\" style=\"--awb-text-font-family:&quot;Outfit&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">\n<h5><b><span data-contrast=\"auto\">Produce detailed documentation:<\/span><\/b><span data-contrast=\"auto\">  make clear notes on each step of data processing and analysis. Describe how the data were transformed from raw data to a data set ready for analysis and what methods, parameters and software were used <\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">\n<h5><b><span data-contrast=\"auto\">Keep folders where data is stored in order:<\/span><\/b><span data-contrast=\"auto\"> Organise folders and files in a clear, logical way and ensure version control according to the data management plan<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">\n<h5><b><span data-contrast=\"auto\">Use tools that promote reproducibility:<\/span><\/b><span data-contrast=\"auto\"> If possible, choose tools that provide scripting to document the entire processing and analysis process<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\">\n<h5><b><span data-contrast=\"auto\">Introduce a reproducibility check:<\/span><\/b><span data-contrast=\"auto\"> Invite colleagues to check whether they are able to reproduce the results, using the documentation on the data processing and analysis steps that has been created<\/span><span data-ccp-props=\"\"> <\/span><\/h5>\n<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-3 fusion-button-default-span fusion-button-default-type\" style=\"--button_accent_color:#000000;--button_accent_hover_color:#000000;--button_border_hover_color:var(--awb-color1);--button_gradient_top_color:#ffffff;--button_gradient_bottom_color:#ffffff;--button_gradient_top_color_hover:#ffffff;--button_gradient_bottom_color_hover:#ffffff;--button_font_size:22px;--button_line_height:1.4em;--button_typography-letter-spacing:-0.2px;--button_typography-font-family:&quot;Outfit&quot;;--button_typography-font-style:normal;--button_typography-font-weight:400;\" target=\"_self\" href=\"https:\/\/dataverse.lv\/en\/data-processing-and-analysis\/\"><i class=\"fa-arrow-left fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Data processing and analysis<\/span><\/a><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div style=\"text-align:right;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-4 fusion-button-default-span fusion-button-default-type\" style=\"--button_accent_color:#000000;--button_accent_hover_color:#000000;--button_border_hover_color:var(--awb-color1);--button_gradient_top_color:#ffffff;--button_gradient_bottom_color:#ffffff;--button_gradient_top_color_hover:#ffffff;--button_gradient_bottom_color_hover:#ffffff;--button_font_size:22px;--button_line_height:1.4em;--button_typography-letter-spacing:-0.2px;--button_typography-font-family:&quot;Outfit&quot;;--button_typography-font-style:normal;--button_typography-font-weight:400;\" target=\"_self\" href=\"https:\/\/dataverse.lv\/kvantitativo-datu-apstrade-un-analize\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Quantitative data processing and analysis<\/span><i class=\"fa-arrow-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"footnotes":"","_tec_slr_enabled":"","_tec_slr_layout":""},"class_list":["post-4178","page","type-page","status-publish","hentry"],"ticketed":false,"_links":{"self":[{"href":"https:\/\/dataverse.lv\/en\/wp-json\/wp\/v2\/pages\/4178","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dataverse.lv\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dataverse.lv\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dataverse.lv\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/dataverse.lv\/en\/wp-json\/wp\/v2\/comments?post=4178"}],"version-history":[{"count":1,"href":"https:\/\/dataverse.lv\/en\/wp-json\/wp\/v2\/pages\/4178\/revisions"}],"predecessor-version":[{"id":4182,"href":"https:\/\/dataverse.lv\/en\/wp-json\/wp\/v2\/pages\/4178\/revisions\/4182"}],"wp:attachment":[{"href":"https:\/\/dataverse.lv\/en\/wp-json\/wp\/v2\/media?parent=4178"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}