{"id":3921,"date":"2025-08-27T15:02:21","date_gmt":"2025-08-27T14:02:21","guid":{"rendered":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/?p=3921"},"modified":"2025-08-27T16:06:04","modified_gmt":"2025-08-27T15:06:04","slug":"empowering-students-through-reproducibility-and-data-e-portfolios","status":"publish","type":"post","link":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/2025\/08\/27\/empowering-students-through-reproducibility-and-data-e-portfolios\/","title":{"rendered":"Empowering Students through Reproducibility and Data E-Portfolios"},"content":{"rendered":"<p>[et_pb_section bb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; fullwidth=&#8221;on&#8221; _builder_version=&#8221;3.17.6&#8243; next_background_color=&#8221;#000000&#8243; global_module=&#8221;322&#8243;][et_pb_fullwidth_menu global_parent=&#8221;322&#8243; menu_id=&#8221;7&#8243; submenu_direction=&#8221;downwards&#8221; fullwidth_menu=&#8221;off&#8221; module_class=&#8221;main-navigation&#8221; _builder_version=&#8221;3.0.106&#8243; background_layout=&#8221;dark&#8221; \/][\/et_pb_section][et_pb_section bb_built=&#8221;1&#8243; fullwidth=&#8221;off&#8221; specialty=&#8221;on&#8221; prev_background_color=&#8221;#000000&#8243; next_background_color=&#8221;#1d1d1d&#8221;][et_pb_column type=&#8221;2_3&#8243; specialty_columns=&#8221;2&#8243;][et_pb_row_inner locked=&#8221;off&#8221;][et_pb_column_inner type=&#8221;4_4&#8243; saved_specialty_column_type=&#8221;2_3&#8243;][et_pb_post_title _builder_version=&#8221;3.17.6&#8243; locked=&#8221;off&#8221; parent_locked=&#8221;off&#8221; featured_placement=&#8221;above&#8221; date_format=&#8221;j M Y&#8221; featured_image=&#8221;off&#8221; \/][et_pb_text admin_label=&#8221;Author &#8211; Header&#8221; _builder_version=&#8221;3.17.6&#8243; locked=&#8221;off&#8221;]<\/p>\n<h6 style=\"color: white;font-size: 1em;background: #038199;padding: 15px;margin: 7px 0px 7px\">Written by <strong>By Dr Tatjana Kecojevic, Lecturer in Social Statistics and Director of BA Social Sciences (BASS)<\/strong><\/h6>\n<p>[\/et_pb_text][et_pb_text admin_label=&#8221;Post Text&#8221; _builder_version=&#8221;3.17.6&#8243; background_layout=&#8221;light&#8221; parent_locked=&#8221;off&#8221;]<\/p>\n<p>At this year\u2019s SoSS Scholarship Showcase (25 June 2025), I presented a talk titled \u201cReproducibility and Data E-Portfolios: Empowering Social Science Students for Transparent and Inclusive Data Practice.\u201d The session focused on how we are\u00a0 embedding reproducibility and digital literacy into our teaching, while fostering a wider community of practice that extends beyond the classroom.<\/p>\n<p>The talk explored how version-controlled, transparent workflows, using tools such as Git, GitHub, R Markdown and Shiny, can empower students to develop and reflect on their data skills with confidence. Through digital e-portfolios, students not only\u00a0 showcase their work but also engage with the process behind it, building critical thinking, accountability and a sense of\u00a0 ownership over their learning. These approaches support inclusive pedagogy by making data practice more accessible and meaningful to students from diverse academic pathways, not just those with technical or STEM backgrounds.<\/p>\n<p>As part of this wider initiative, supported by the SoSS Scholarship Support Fund, we have co-developed a number of openly accessible platforms alongside our students to support peer learning, mentoring and long-term engagement:<\/p>\n<ul>\n<li><a href=\"https:\/\/rrmcrsoss.netlify.app\/\" target=\"_blank\" rel=\"noopener\">rrmcrsoss.netlify.app<\/a>: a resource hub to support reproducible research and open learning<\/li>\n<li><a href=\"https:\/\/sossrr.netlify.app\/\" target=\"_blank\" rel=\"noopener\">sossrr.netlify.app<\/a>: a platform hosting our co-designed workshops and reproducibility guides<\/li>\n<li><a href=\"https:\/\/dataforall.netlify.app\/\" target=\"_blank\" rel=\"noopener\">dataforall.netlify.app<\/a>: the home of Data4All, our student-led conference co-hosted with SoSS students and alumni, created in collaboration with the Q-Step Fellowship celebration. We are working to make this a flagship annual event within the department and the School, promoting data skills as essential, empowering, and accessible to all our SoSS students, regardless of their disciplinary background.<\/li>\n<\/ul>\n<p>This year, we also launched the <a href=\"https:\/\/github.com\/SoSS-UoM\" target=\"_blank\" rel=\"noopener\">GitHub SoSS organisation,\u00a0<\/a>which supports students in learning how to build their own e-portfolios using real-world tools and reproducible practices. Students are introduced to version-controlled workflows and can fork template repositories from the organisation to create their own portfolios. The repository also includes materials for running workshops on using GitHub and building e-portfolios, all freely available to everyone in the School. Colleagues are warmly invited to use, adapt and contribute to the development of these resources as co-developers, helping to evolve this into a living, collaborative learning space.<\/p>\n<p>As an educator, I have been deeply committed to empowering students with both the tools and the mindset for open, transparent and reproducible data practice. While reproducibility is often linked to research, embedding it into teaching provides a powerful foundation for learning. It invites students to learn by doing, to showcase their skills and knowledge through real-world projects, and to participate in an open, collaborative learning community. I am a strong advocate of \u201cdata skills for all\u201d, as these are not, and should not be, the exclusive domain of STEM. Through my teaching, I aim to make data literacy accessible, inclusive and meaningful for all Social Sciences students. I am proud to bring this ethos to the School of Social Sciences, helping to shape a learning culture rooted in openness, equity and student agency, one that continues to grow through collaboration between staff, students and alumni.<\/p>\n<p>[\/et_pb_text][et_pb_comments _builder_version=&#8221;3.17.6&#8243; show_avatar=&#8221;on&#8221; show_reply=&#8221;on&#8221; show_count=&#8221;on&#8221; background_layout=&#8221;light&#8221; header_font_size_tablet=&#8221;51&#8243; header_line_height_tablet=&#8221;2&#8243; custom_button=&#8221;on&#8221; button_icon_placement=&#8221;right&#8221; button_text_color=&#8221;#ffffff&#8221; button_use_icon=&#8221;off&#8221; locked=&#8221;on&#8221; parent_locked=&#8221;off&#8221; button_text_size__hover_enabled=&#8221;off&#8221; button_text_size__hover=&#8221;null&#8221; button_one_text_size__hover_enabled=&#8221;off&#8221; button_one_text_size__hover=&#8221;null&#8221; button_two_text_size__hover_enabled=&#8221;off&#8221; button_two_text_size__hover=&#8221;null&#8221; button_text_color__hover_enabled=&#8221;off&#8221; button_text_color__hover=&#8221;null&#8221; button_one_text_color__hover_enabled=&#8221;off&#8221; button_one_text_color__hover=&#8221;null&#8221; button_two_text_color__hover_enabled=&#8221;off&#8221; button_two_text_color__hover=&#8221;null&#8221; button_border_width__hover_enabled=&#8221;off&#8221; button_border_width__hover=&#8221;null&#8221; button_one_border_width__hover_enabled=&#8221;off&#8221; button_one_border_width__hover=&#8221;null&#8221; button_two_border_width__hover_enabled=&#8221;off&#8221; button_two_border_width__hover=&#8221;null&#8221; button_border_color__hover_enabled=&#8221;off&#8221; button_border_color__hover=&#8221;null&#8221; button_one_border_color__hover_enabled=&#8221;off&#8221; button_one_border_color__hover=&#8221;null&#8221; button_two_border_color__hover_enabled=&#8221;off&#8221; button_two_border_color__hover=&#8221;null&#8221; button_border_radius__hover_enabled=&#8221;off&#8221; button_border_radius__hover=&#8221;null&#8221; button_one_border_radius__hover_enabled=&#8221;off&#8221; button_one_border_radius__hover=&#8221;null&#8221; button_two_border_radius__hover_enabled=&#8221;off&#8221; button_two_border_radius__hover=&#8221;null&#8221; button_letter_spacing__hover_enabled=&#8221;off&#8221; button_letter_spacing__hover=&#8221;null&#8221; button_one_letter_spacing__hover_enabled=&#8221;off&#8221; button_one_letter_spacing__hover=&#8221;null&#8221; button_two_letter_spacing__hover_enabled=&#8221;off&#8221; button_two_letter_spacing__hover=&#8221;null&#8221; button_bg_color__hover_enabled=&#8221;off&#8221; button_bg_color__hover=&#8221;null&#8221; button_one_bg_color__hover_enabled=&#8221;off&#8221; button_one_bg_color__hover=&#8221;null&#8221; button_two_bg_color__hover_enabled=&#8221;off&#8221; button_two_bg_color__hover=&#8221;null&#8221; \/][\/et_pb_column_inner][\/et_pb_row_inner][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243;][et_pb_sidebar _builder_version=&#8221;3.0.106&#8243; area=&#8221;sidebar-1&#8243; orientation=&#8221;left&#8221; show_border=&#8221;off&#8221; background_layout=&#8221;light&#8221; locked=&#8221;on&#8221; \/][et_pb_post_nav _builder_version=&#8221;3.0.106&#8243; in_same_term=&#8221;off&#8221; show_prev=&#8221;on&#8221; show_next=&#8221;on&#8221; prev_text=&#8221;Previous&#8221; next_text=&#8221;Next&#8221; locked=&#8221;off&#8221; parent_locked=&#8221;off&#8221; \/][\/et_pb_column][\/et_pb_section][et_pb_section bb_built=&#8221;1&#8243; admin_label=&#8221;Connect Title&#8221; custom_padding=&#8221;0px||0px|&#8221; _builder_version=&#8221;3.0.90&#8243; background_color=&#8221;#1d1d1d&#8221; module_class=&#8221;footer-section&#8221; prev_background_color=&#8221;#ffffff&#8221; global_module=&#8221;380&#8243;][et_pb_row admin_label=&#8221;row&#8221; global_parent=&#8221;380&#8243; locked=&#8221;off&#8221; allow_player_pause=&#8221;off&#8221; parallax=&#8221;off&#8221; parallax_method=&#8221;on&#8221; parallax_1=&#8221;off&#8221; parallax_method_1=&#8221;off&#8221; parallax_2=&#8221;off&#8221; parallax_method_2=&#8221;off&#8221; parallax_3=&#8221;off&#8221; parallax_method_3=&#8221;off&#8221; make_fullwidth=&#8221;off&#8221; use_custom_width=&#8221;off&#8221; width_unit=&#8221;on&#8221; use_custom_gutter=&#8221;off&#8221; make_equal=&#8221;off&#8221; module_id=&#8221;footer-row&#8221; _builder_version=&#8221;3.0.89&#8243;][et_pb_column type=&#8221;1_3&#8243;][et_pb_text admin_label=&#8221;Contact Us Title&#8221; global_parent=&#8221;380&#8243; background_layout=&#8221;dark&#8221; text_text_color=&#8221;#ffffff&#8221; parent_locked=&#8221;off&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221; _builder_version=&#8221;3.17.6&#8243;]<\/p>\n<h4>Contact Us<\/h4>\n<p>[\/et_pb_text][et_pb_text admin_label=&#8221;Contact Us&#8221; global_parent=&#8221;380&#8243; text_text_color=&#8221;#aaaaaa&#8221; parent_locked=&#8221;off&#8221; background_layout=&#8221;light&#8221; text_orientation=&#8221;left&#8221; use_border_color=&#8221;off&#8221; border_color=&#8221;#ffffff&#8221; border_style=&#8221;solid&#8221; module_class=&#8221;contact-us&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221;]<\/p>\n<p>+44 (0) 161 306 6000<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243;][et_pb_text admin_label=&#8221;Find Us Title&#8221; global_parent=&#8221;380&#8243; background_layout=&#8221;dark&#8221; text_text_color=&#8221;#ffffff&#8221; parent_locked=&#8221;off&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221;]<\/p>\n<h4>Find Us<\/h4>\n<p>[\/et_pb_text][et_pb_text admin_label=&#8221;Address&#8221; global_parent=&#8221;380&#8243; background_layout=&#8221;dark&#8221; text_orientation=&#8221;left&#8221; use_border_color=&#8221;off&#8221; border_color=&#8221;#ffffff&#8221; border_style=&#8221;solid&#8221; module_id=&#8221;address&#8221; parent_locked=&#8221;off&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221; _builder_version=&#8221;3.17.6&#8243;]<\/p>\n<p><a href=\"http:\/\/www.manchester.ac.uk\/discover\/maps\/interactive-map\/\">The University of Manchester<br \/>Oxford Rd<br \/>Manchester<br \/>M13 9PL<br \/>UK<\/a><\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243;][et_pb_text admin_label=&#8221;Connect Title&#8221; global_parent=&#8221;380&#8243; background_layout=&#8221;dark&#8221; text_text_color=&#8221;#ffffff&#8221; parent_locked=&#8221;off&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; background_size=&#8221;initial&#8221; _builder_version=&#8221;3.17.6&#8243;]<\/p>\n<h4>Connect With Us<\/h4>\n<p>[\/et_pb_text][et_pb_code admin_label=&#8221;Social Media&#8221; global_parent=&#8221;380&#8243; parent_locked=&#8221;off&#8221; _builder_version=&#8221;3.17.6&#8243;]<\/p>\n<ul class=\"inlineList footer-socialIcons\"><!-- [et_pb_line_break_holder] --><\/p>\n<li><!-- [et_pb_line_break_holder] --> <a href=\"https:\/\/twitter.com\/SoSSTandL\"><!-- [et_pb_line_break_holder] --> <img loading=\"lazy\" decoding=\"async\" src=\"\/\/assets.manchester.ac.uk\/phase1\/templates\/images\/icon-twitter-50.png\" alt=\"Twitter page for the SoSS Teaching and Learning website\" width=\"40\" height=\"40\" \/><!-- [et_pb_line_break_holder] --> <\/a><!-- [et_pb_line_break_holder] --><\/li>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] --><\/ul>\n<p>[\/et_pb_code][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Written by By Dr Tatjana Kecojevic, Lecturer in Social Statistics and Director of BA Social Sciences (BASS) At this year\u2019s SoSS Scholarship Showcase (25 June 2025), I presented a talk titled \u201cReproducibility and Data E-Portfolios: Empowering Social Science Students for Transparent and Inclusive Data Practice.\u201d The session focused on how we are\u00a0 embedding reproducibility and [&hellip;]<\/p>\n","protected":false},"author":3647,"featured_media":7,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","_exactmetrics_skip_tracking":false,"footnotes":""},"categories":[44],"tags":[],"class_list":["post-3921","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-scholarship"],"_links":{"self":[{"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/posts\/3921","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/users\/3647"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/comments?post=3921"}],"version-history":[{"count":4,"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/posts\/3921\/revisions"}],"predecessor-version":[{"id":3931,"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/posts\/3921\/revisions\/3931"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/media\/7"}],"wp:attachment":[{"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/media?parent=3921"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/categories?post=3921"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.manchester.ac.uk\/sossteachlearn\/wp-json\/wp\/v2\/tags?post=3921"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}