{"id":4536,"date":"2020-12-16T09:00:01","date_gmt":"2020-12-16T14:00:01","guid":{"rendered":"https:\/\/www.humrro.org\/corpsite\/?p=4536"},"modified":"2025-11-05T15:37:44","modified_gmt":"2025-11-05T20:37:44","slug":"automated-test-assembly-can-an-algorithm-build-a-better-test","status":"publish","type":"post","link":"https:\/\/www.humrro.org\/corpsite\/blog\/automated-test-assembly-can-an-algorithm-build-a-better-test\/","title":{"rendered":"Automated Test Assembly: Can an Algorithm Build a Better Test?"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-bottom: 0px;margin-top: 0px;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"margin-top:0px;margin-bottom:20px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-1\"><h3>Ask any test developer about their greatest challenges and there are two words you\u2019ll likely hear\u2014form assembly. Indeed, for any testing program that does not involve adaptive or \u201con the fly\u201d administration, drafting a test form from among a pool of eligible items is a critical step.<\/h3>\n<p>What makes the process so challenging is the need to balance multiple goals, including:<\/p>\n<ul>\n<li>Meeting\u00a0the testing\u00a0program\u2019s content blueprint requirements, such as assigning three items from content area A.<\/li>\n<li>Meeting\u00a0the testing program\u2019s statistical requirements; for example, the targeted level of item difficulty, test characteristic curve, or test\u00a0information at\u00a0a\u00a0pass\u2013fail cut\u00a0point.<\/li>\n<li>Meeting\u00a0the testing program\u2019s long-term form plan, such as\u00a0a rule specifying that 20 percent of the assigned items must have appeared\u00a0on\u00a0a\u00a0previous form.<\/li>\n<li>Achieving a\u00a0similar\u00a0level of\u00a0difficulty and\/or\u00a0precision to previous exams\u00a0or other exams\u00a0in the current\u00a0testing\u00a0cycle.<\/li>\n<\/ul>\n<p>In a nutshell, the task is cognitively\u00a0demanding\u00a0and\u00a0fraught with\u00a0potential human error.\u00a0To further complicate the task, many of the goals of the testing program may be directly\u00a0(or indirectly)\u00a0at odds with one another. For example,\u00a0a client may want to include older \u201clegacy\u201d items\u00a0with poorer statistical qualities while still maintaining high\u00a0levels of measurement precision for their exams.<\/p>\n<p>Patterns like these may not be immediately\u00a0apparent\u00a0but can become\u00a0noticeable\u00a0barriers\u00a0over time,\u00a0leading\u00a0to excessive effort, rework,\u00a0or even failure to satisfy\u00a0all\u00a0requirements\u00a0simultaneously.\u00a0Meeting the requirements becomes even more complex when they\u00a0must\u00a0be applied across more than one form\u00a0concurrently, as many testing programs build multiple forms at the same time.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-bottom: 0px;margin-top: 0px;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"margin-top:0px;margin-bottom:20px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:45px;width:100%;\"><div class=\"fusion-separator-border sep-shadow\" style=\"background:radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);background:-webkit-radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);background:-moz-radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);background:-o-radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);\"><\/div><\/div><div class=\"fusion-sep-clear\"><\/div><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-two\" style=\"margin-top:0px;margin-right:0px;margin-bottom:31px;margin-left:0px;\"><h2 class=\"title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;color:#009cd7;--fontSize:24;line-height:1.5;\">Enter Automated Test Assembly<\/h2><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"margin-top:0px;margin-bottom:20px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-2\"><p>Automated test assembly (ATA) couples computing power with algorithm-based approaches to manage the complexities and competing goals of test assembly. At HumRRO, our industrial-organizational (I-O) psychologists use an ATA approach that structures the testing program requirements as a \u201cproblem\u201d that is then \u201csolved\u201d by an integer programming algorithm, as Willem J. Van Der Linden described in his 2005 book, <em><a href=\"https:\/\/www.springer.com\/gp\/book\/9780387202723\" target=\"_blank\" rel=\"noopener noreferrer\">Linear Models for Optimal Test Design<\/a><\/em>.<\/p>\n<p>The test blueprint essentially creates boundary conditions\u2014for example, each test must include 100 assigned items\u2014within which all viable solutions must exist. The ATA algorithm then identifies the most favorable solution within the pre-specified boundary conditions to meet program goals, such as maximizing test-level reliability. This approach to ATA allows a systematic search of the viable solutions, iteratively improving upon the stated goals.<\/p>\n<p>Over the years, we have designed and deployed custom ATA programs for a range of high-stakes assessments sponsored by organizations such as the Society for Human Resource Management (SHRM), the Federation of State Boards of Physical Therapy (FSBPT), the U.S. Department of State, and the U.S. Department of Defense. This experience allows us to set up and customize ATA processes for new clients efficiently and cost-effectively.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-bottom: 0px;margin-top: 0px;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"margin-top:0px;margin-bottom:20px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:45px;width:100%;\"><div class=\"fusion-separator-border sep-shadow\" style=\"background:radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);background:-webkit-radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);background:-moz-radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);background:-o-radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);\"><\/div><\/div><div class=\"fusion-sep-clear\"><\/div><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-two\" style=\"margin-top:0px;margin-right:0px;margin-bottom:31px;margin-left:0px;\"><h2 class=\"title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;color:#009cd7;--fontSize:24;line-height:1.5;\"><p class=\"paragraph\" style=\"margin: 0in; vertical-align: baseline;\"><span class=\"normaltextrun\">Benefits of ATA<\/span><\/p><\/h2><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"margin-top:0px;margin-bottom:20px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-3\"><p>Using ATA instead of a manual approach to\u00a0test assembly brings notable efficiencies to a testing program. Perhaps most\u00a0importantly, the\u00a0ATA\u00a0algorithm\u00a0systematically searches the solution space, allowing\u00a0the testing program to achieve equal or higher quality test forms than those assembled manually. This allows testing programs to\u00a0effectively navigate\u00a0shallow or idiosyncratic item pools.<\/p>\n<p>Beyond simply improving manual assembly processes,\u00a0our applications of ATA have resulted in a variety of benefits\u00a0for our clients\u2019 testing programs, such as:<\/p>\n<ul>\n<li><strong>Balancing constraints (content, statistical) and goals<\/strong>. An ATA\u00a0algorithm\u00a0can account for even the most complicated testing blueprint while searching for an optimal solution. This is critical because testing blueprints often have competing goals that are difficult to recognize\u2014let alone resolve\u2014through a manual process.<\/li>\n<li><strong>Assembling multiple,\u00a0parallel forms simultaneously<\/strong>.\u00a0ATA\u00a0allows\u00a0greater consistency in\u00a0assembled\u00a0forms,\u00a0specific to\u00a0the testing program\u2019s goals, such as\u00a0difficulty, precision,\u00a0or estimates of group differences.<\/li>\n<li><strong>Quicker reaction time to unforeseen issues<\/strong>. Some testing program problems cannot be forecast. In the unfortunate event that a form is breached or otherwise compromised, an ATA algorithm can quickly construct a new form\u00a0that is\u00a0parallel to the compromised one, buying the testing program much-needed time.<\/li>\n<li><strong>Avoiding\u00a0enemies<\/strong>. If a testing program has well-documented item enemy information in their bank, an\u00a0ATA algorithm\u00a0can use that information to proactively avoid using those items that share similar content\u00a0during form assembly.<\/li>\n<li><strong>Adaptable to changing test blueprints<\/strong>.\u00a0An ATA algorithm can be set up to adapt to changing content specifications. For example, if a content area is\u00a0being\u00a0phased out over time, the blueprint\u00a0input\u00a0can be updated each assembly cycle without making substantive changes to the algorithm.<\/li>\n<li><strong>Minimizing \u201ccherry-picking.\u201d\u00a0<\/strong>Assuming a\u00a0sufficient\u00a0item pool, ATA enables the assembly of <em>extra<\/em> forms to ensure a single administration has not depleted all the &#8220;good&#8221; items.<\/li>\n<li><strong>Addressing\u00a0content review<\/strong>.\u00a0With minimal modifications, an\u00a0ATA\u00a0algorithm can be re-tooled to\u00a0make item replacements\u00a0to address content cueing\u00a0or other issues\u00a0identified in content review. If information about \u201cenemy items\u201d is not available during assembly,\u00a0this is an efficient\u00a0alternative\u00a0approach because the ATA can minimize the amount of new content introduced into the form while\u00a0addressing\u00a0any content\u00a0issues.\u00a0This means that form reviews that a testing program already has in place, such as reviews by\u00a0subject matter experts (SMEs), can continue while also making the process more efficient.<\/li>\n<li><strong>Customized outputs<\/strong>.\u00a0An ATA program can provide report-ready\u00a0outputs specific to the needs of the testing program. These might include\u00a0plots, frequency tables, and descriptive statistics to communicate results\u00a0and substantiate the quality of the assembled forms. Such outputs can\u00a0also\u00a0characterize the quality of the unassigned items, allowing ATA to help streamline critical checks of the long-term trajectory of the item bank.<\/li>\n<\/ul>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-bottom: 0px;margin-top: 0px;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"margin-top:0px;margin-bottom:20px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:45px;width:100%;\"><div class=\"fusion-separator-border sep-shadow\" style=\"background:radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);background:-webkit-radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);background:-moz-radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);background:-o-radial-gradient(ellipse at 50% -50% , #e0dede 0px, rgba(255, 255, 255, 0) 80%) repeat scroll 0 0 rgba(0, 0, 0, 0);\"><\/div><\/div><div class=\"fusion-sep-clear\"><\/div><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-two\" style=\"margin-top:0px;margin-right:0px;margin-bottom:31px;margin-left:0px;\"><h2 class=\"title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;color:#009cd7;--fontSize:24;line-height:1.5;\">Straightforward and More Effective<\/h2><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"margin-top:0px;margin-bottom:20px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-4\"><p class=\"paragraph\" style=\"margin: 0in; vertical-align: baseline;\"><span class=\"normaltextrun\">Most professionals responsible for fielding non-adaptive testing programs can relate to the issues and complexities of manual form assembly. However, complicated problems do not always necessitate complicated solutions. In fact, ATA algorithms provide a surprisingly straightforward and elegant way of framing and systematically managing the form assembly problem. The approach simply requires analysts to state the problem in a way that allows a well-established integer programming algorithm to do the legwork for them. <\/span><\/p>\n<p class=\"paragraph\" style=\"margin: 0in; vertical-align: baseline;\"><span class=\"normaltextrun\"> <\/span><\/p>\n<p class=\"paragraph\" style=\"margin: 0in; vertical-align: baseline;\"><span class=\"normaltextrun\">In short, ATA programs allow testing programs to \u201cwork smarter, not harder.\u201d The results speak for themselves in terms of higher quality, more parallel exams that are constructed in less time with better documentation. <\/span><span class=\"eop\"> <\/span><\/p>\n<p class=\"paragraph\" style=\"margin: 0in; vertical-align: baseline;\"><span class=\"normaltextrun\"><br \/><\/span><\/p>\n<\/div><div class=\"fusion-text fusion-text-5\"><p><em>Taylor Sullivan, Ph.D., contributed to this blog.<\/em><\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 fusion-parallax-none border-radius-10 post-contact-card nonhundred-percent-fullwidth non-hundred-percent-height-scrolling lazyload\" style=\"background-color: #003E74;background-position: center center;background-repeat: no-repeat;padding-top:30px;padding-right:30px;padding-bottom:40px;padding-left:30px;margin-bottom: 30px;margin-top: 0px;border-width: 0px 0px 0px 0px;border-color:#eae9e9;border-style:solid;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\" data-bg=\"https:\/\/www.humrro.org\/corpsite\/wp-content\/uploads\/2026\/03\/updated-blue-background.jpg\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_1 1_1 fusion-one-full fusion-column-first fusion-column-last\" style=\"margin-top:0px;margin-bottom:20px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-6\"><p style=\"color: #96c121; text-align: center;\"><strong>About the Authors:<\/strong><\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_1_2 1_2 fusion-one-half fusion-column-first\" style=\"width:50%;width:calc(50% - ( ( 4% ) * 0.5 ) );margin-right: 4%;margin-top:0px;margin-bottom:0px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_3 1_3 fusion-one-third fusion-column-first fusion-no-small-visibility\" style=\"width:33.333333333333%;width:calc(33.333333333333% - ( ( 4% ) * 0.33333333333333 ) );margin-right: 4%;margin-top:0px;margin-bottom:0px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"imageframe-align-center\"><span class=\" fusion-imageframe imageframe-dropshadow imageframe-1 hover-type-none\" style=\"border-radius:50%;-webkit-box-shadow: 3px 3px 7px rgba(0,0,0,0.3);box-shadow: 3px 3px 7px rgba(0,0,0,0.3);max-width:170px;\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.humrro.org\/corpsite\/profile\/sean-baldwin\/\" target=\"_self\" aria-label=\"Sean Baldwin, Manager\"><img decoding=\"async\" width=\"350\" height=\"350\" alt=\"Sean Baldwin, Manager\" src=\"https:\/\/www.humrro.org\/corpsite\/wp-content\/uploads\/2020\/12\/sean-baldwin-1.jpg\" data-orig-src=\"https:\/\/www.humrro.org\/corpsite\/wp-content\/uploads\/2020\/12\/sean-baldwin-1.jpg\" class=\"lazyload img-responsive wp-image-4550\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27350%27%20height%3D%27350%27%20viewBox%3D%270%200%20350%20350%27%3E%3Crect%20width%3D%27350%27%20height%3D%27350%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.humrro.org\/corpsite\/wp-content\/uploads\/2020\/12\/sean-baldwin-1-200x200.jpg 200w, https:\/\/www.humrro.org\/corpsite\/wp-content\/uploads\/2020\/12\/sean-baldwin-1.jpg 350w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 768px) 100vw, 350px\" \/><\/a><\/span><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_2_3 2_3 fusion-two-third fusion-column-last\" style=\"width:66.666666666667%;width:calc(66.666666666667% - ( ( 4% ) * 0.66666666666667 ) );margin-top:0px;margin-bottom:0px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-7\"><h2 style=\"color: rgb(255, 255, 255); font-weight: 600; margin: 0px; font-size: 18px; --fontSize: 21; line-height: 1.5;\" data-fontsize=\"21\" data-lineheight=\"31.5px\" class=\"fusion-responsive-typography-calculated\" data-fusion-font=\"true\">Sean Baldwin, Ph.D.<\/h2>\n<h3 style=\"color: rgb(255, 255, 255); margin-top: 0px; --fontSize: 18; line-height: 1.5;\" data-fontsize=\"18\" data-lineheight=\"27px\" class=\"fusion-responsive-typography-calculated\"><em>Senior Staff Scientist<\/em><\/h3>\n<\/div><div class=\"fusion-alignleft\"><style>.fusion-body .fusion-button.button-1 .fusion-button-text{color:#ffffff;text-transform:none;}.fusion-body .fusion-button.button-1{border-color:#ffffff;border-radius:25px 25px 25px 25px;background:#4c9c2e;}.fusion-body .fusion-button.button-1 i,.fusion-body .fusion-button.button-1:hover .fusion-button-text,.fusion-body .fusion-button.button-1:hover i,.fusion-body .fusion-button.button-1:focus .fusion-button-text,.fusion-body .fusion-button.button-1:focus i,.fusion-body .fusion-button.button-1:active .fusion-button-text,.fusion-body .fusion-button.button-1:active i{color:#ffffff;}.fusion-body .fusion-button.button-1:hover,.fusion-body .fusion-button.button-1:active,.fusion-body .fusion-button.button-1:focus{border-color:#ffffff;background:#96c121;}<\/style><a class=\"fusion-button button-flat button-medium button-custom button-1 fusion-button-default-span fusion-button-default-type\" target=\"_self\" href=\"https:\/\/www.humrro.org\/corpsite\/profile\/sean-baldwin\/\"><span class=\"fusion-button-text\">Contact Sean<\/span><i class=\"fa-angle-right fas button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion_builder_column_1_2 1_2 fusion-one-half fusion-column-last\" style=\"width:50%;width:calc(50% - ( ( 4% ) * 0.5 ) );margin-top:0px;margin-bottom:0px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-2 fusion_builder_column_inner_1_3 1_3 fusion-one-third fusion-column-first fusion-no-small-visibility\" style=\"width:33.333333333333%;width:calc(33.333333333333% - ( ( 4% ) * 0.33333333333333 ) );margin-right: 4%;margin-top:0px;margin-bottom:0px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"imageframe-align-center\"><span class=\" fusion-imageframe imageframe-dropshadow imageframe-2 hover-type-none\" style=\"border-radius:50%;-webkit-box-shadow: 3px 3px 7px rgba(0,0,0,0.3);box-shadow: 3px 3px 7px rgba(0,0,0,0.3);max-width:170px;\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.humrro.org\/corpsite\/profile\/genevieve-ainslie\/\" target=\"_self\" aria-label=\"Genevieve Ainslie, Senior Scientist\"><img decoding=\"async\" width=\"350\" height=\"350\" alt=\"Genevieve Ainslie, Senior Scientist\" src=\"https:\/\/www.humrro.org\/corpsite\/wp-content\/uploads\/2020\/12\/Ainslie_Genevieve.jpg\" data-orig-src=\"https:\/\/www.humrro.org\/corpsite\/wp-content\/uploads\/2020\/12\/Ainslie_Genevieve.jpg\" class=\"lazyload img-responsive wp-image-4543\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27350%27%20height%3D%27350%27%20viewBox%3D%270%200%20350%20350%27%3E%3Crect%20width%3D%27350%27%20height%3D%27350%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.humrro.org\/corpsite\/wp-content\/uploads\/2020\/12\/Ainslie_Genevieve-200x200.jpg 200w, https:\/\/www.humrro.org\/corpsite\/wp-content\/uploads\/2020\/12\/Ainslie_Genevieve.jpg 350w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 768px) 100vw, 350px\" \/><\/a><\/span><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-3 fusion_builder_column_inner_2_3 2_3 fusion-two-third fusion-column-last\" style=\"width:66.666666666667%;width:calc(66.666666666667% - ( ( 4% ) * 0.66666666666667 ) );margin-top:0px;margin-bottom:0px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-8\"><h2 style=\"color: rgb(255, 255, 255); font-weight: 600; margin: 0px; font-size: 18px; --fontSize: 21; line-height: 1.5;\" data-fontsize=\"21\" data-lineheight=\"31.5px\" class=\"fusion-responsive-typography-calculated\" data-fusion-font=\"true\">Genevieve Ainslie, Ph.D.<\/h2>\n<h3 style=\"color: rgb(255, 255, 255); margin-top: 0px; --fontSize: 18; line-height: 1.5;\" data-fontsize=\"18\" data-lineheight=\"27px\" class=\"fusion-responsive-typography-calculated\"><em>Senior Scientist<\/em><\/h3>\n<\/div><div class=\"fusion-alignleft\"><style>.fusion-body .fusion-button.button-2 .fusion-button-text{color:#ffffff;text-transform:none;}.fusion-body .fusion-button.button-2{border-color:#ffffff;border-radius:25px 25px 25px 25px;background:#4c9c2e;}.fusion-body .fusion-button.button-2 i,.fusion-body .fusion-button.button-2:hover .fusion-button-text,.fusion-body .fusion-button.button-2:hover i,.fusion-body .fusion-button.button-2:focus .fusion-button-text,.fusion-body .fusion-button.button-2:focus i,.fusion-body 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class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":4537,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-4536","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Automated Test Assembly: Can an Algorithm Build a Better Test? | HumRRO<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.humrro.org\/corpsite\/blog\/automated-test-assembly-can-an-algorithm-build-a-better-test\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" 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