{"id":1059,"date":"2026-07-08T09:30:08","date_gmt":"2026-07-08T13:30:08","guid":{"rendered":"https:\/\/www.bu.edu\/cida\/?p=1059"},"modified":"2026-07-06T09:29:36","modified_gmt":"2026-07-06T13:29:36","slug":"from-hypothesis-to-impact-collaborating-through-classroom-scheduling-optimization-at-bu","status":"publish","type":"post","link":"https:\/\/www.bu.edu\/cida\/2026\/07\/08\/from-hypothesis-to-impact-collaborating-through-classroom-scheduling-optimization-at-bu\/","title":{"rendered":"From Hypothesis to Impact: Collaborating Through Classroom Scheduling Optimization at BU"},"content":{"rendered":"<p><span data-contrast=\"auto\">In partnership with the\u00a0several key University\u00a0stakeholders, our classroom scheduling initiative focused on building shared understanding\u00a0to create meaningful solutions to university challenges. From the outset, this was a highly collaborative effort\u00a0&#8211;\u00a0bringing together academic leadership, schedulers, and operational teams to shape both the questions and the approach.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">We began with a set of\u00a0initial\u00a0hypotheses and explored them through a combination of qualitative insights and the best available data. Stakeholder interviews were critical in\u00a0grounding\u00a0the work, helping us understand not just how scheduling happens, but why\u00a0&#8211;\u00a0surfacing local practices, constraints, and priorities that data alone cannot capture. This collaboration ensured that our analysis reflected the lived reality across schools and departments, not just system outputs.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" src=\"https:\/\/cdn-icons-png.flaticon.com\/128\/2318\/2318736.png\" alt=\"Analysis \" class=\"aligncenter\" width=\"250\" height=\"250\" \/><\/p>\n<p><span data-contrast=\"auto\">At the same time, we worked across multiple data sources to test these hypotheses and\u00a0identify\u00a0patterns. Where data was strong, it helped\u00a0validate\u00a0or challenge assumptions. Where it was incomplete or inconsistent, we named those gaps openly. This transparency became a key part of the process, enabling informed conversations about what decisions could be made and where further investment in data was needed.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Perhaps the\u00a0most important takeaway is that meaningful transformation in complex environments like BU depends on shared ownership. Progress came not from a single solution, but from aligning stakeholders around common goals, trade-offs, and opportunities.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">For teams navigating similar ambiguity:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Engage stakeholders early and\u00a0often\u00a0to co-create both the problem\u00a0statements\u00a0and the path forward<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Use qualitative insights to interpret and challenge what the data suggests<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Treat data gaps as opportunities for alignment, not barriers to action<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Build shared visibility to support consistent, informed decision-making<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:300}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Collaboration\u00a0doesn\u2019t\u00a0eliminate\u00a0complexity\u2014but it makes it possible to move forward with clarity and confidence.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><sup><i><span data-contrast=\"auto\">*Parts of this post were crafted with the assistance of AI.<\/span><\/i><span data-ccp-props=\"{}\">\u00a0<\/span><\/sup><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In partnership with the\u00a0several key University\u00a0stakeholders, our classroom scheduling initiative focused on building shared understanding\u00a0to create meaningful solutions to university challenges. From the outset, this was a highly collaborative effort\u00a0&#8211;\u00a0bringing together academic leadership, schedulers, and operational teams to shape both the questions and the approach.\u00a0 We began with a set of\u00a0initial\u00a0hypotheses and explored them through [&hellip;]<\/p>\n","protected":false},"author":11031,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[25],"tags":[],"_links":{"self":[{"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/posts\/1059"}],"collection":[{"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/users\/11031"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/comments?post=1059"}],"version-history":[{"count":3,"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/posts\/1059\/revisions"}],"predecessor-version":[{"id":1062,"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/posts\/1059\/revisions\/1062"}],"wp:attachment":[{"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/media?parent=1059"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/categories?post=1059"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bu.edu\/cida\/wp-json\/wp\/v2\/tags?post=1059"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}