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Full-Text Articles in Social and Behavioral Sciences

Addressing Urban Traffic Congestion: A Deep Reinforcement Learning-Based Approach, Tairan Liu Jun 2025

Addressing Urban Traffic Congestion: A Deep Reinforcement Learning-Based Approach, Tairan Liu

Mineta Transportation Institute

In an innovative venture, the research team embarked on a mission to redefine urban traffic flow by introducing an automated way to manage traffic light timings. This project integrates two critical technologies, Deep Q-Networks (DQN) and Auto-encoders, into reinforcement learning, with the goal of making traffic smoother and reducing the all-too-common road congestion in simulated city environments. Deep Q-Networks (DQN) are a form of reinforcement learning algorithms that learns the best actions to take in various situations through trial and error. Auto-encoders, on the other hand, are tools that help simplify complex data, making it easier for the DQN to …


Geographic Inequalities, And Social-Demographic Determinants Of Reproductive, Maternal And Child Health At Sub-National Levels In Kenya, Janette Karimi, Anitah Cherono, Victor Alegana, Martin Mutua, Hellen Kiarie, Rose Muthee, Marleen Temmerman, Peter Gichangi Jun 2025

Geographic Inequalities, And Social-Demographic Determinants Of Reproductive, Maternal And Child Health At Sub-National Levels In Kenya, Janette Karimi, Anitah Cherono, Victor Alegana, Martin Mutua, Hellen Kiarie, Rose Muthee, Marleen Temmerman, Peter Gichangi

Centre of Excellence in Women and Child Health

Background; Global initiatives have emphasized tracking indicators to monitor progress, particularly in countries with the highest maternal and child mortality. Routine data can be used to monitor indicators for improved target setting at national and subnational levels. Our objective was to assess the geographic inequalities in estimates of reproductive, maternal and child health indicators from routine data at the subnational level in Kenya.

Methods; Monthly data from 47 counties clustered in 8 regions, from January 2018 to December 2021 were assembled from the District Health Information Software version 2 (DHIS2) in Kenya. This included women of reproductive age receiving family …


Welfare Implication Of Alternative Tax Rates Adjustment Policy In Nigeria: A Dsge Analysis, Umar B. Ibrahim, Isah F. Abubakar Jun 2025

Welfare Implication Of Alternative Tax Rates Adjustment Policy In Nigeria: A Dsge Analysis, Umar B. Ibrahim, Isah F. Abubakar

CBN Journal of Applied Statistics (JAS)

This study sets out to determine the desirable policy adjustment in the tax rate for Nigeria that ensures the least welfare cost. A calibrated small open-economy New Keynesian Dynamic Stochastic General Equilibrium (NKDSGE) model of the Nigerian economy is applied to achieve this objective. Within this framework, we examined the impact of an increase in value-added tax (VAT) rate from 7.5 to 15 percent on key macroeconomic variables relative to the impact of an increase in company income tax (CIT) rate from 30 to 35 percent on macroeconomic variables. Furthermore, we examined the welfare costs of the increases in the …


Transmission Effect Of Contributory Pension Scheme To Economic Growth In Nigeria: Structural Vector Autoregressive (Svar) Approach, Iortyom Udaah, Sunday E. Akiri Jun 2025

Transmission Effect Of Contributory Pension Scheme To Economic Growth In Nigeria: Structural Vector Autoregressive (Svar) Approach, Iortyom Udaah, Sunday E. Akiri

CBN Journal of Applied Statistics (JAS)

This study examines the transmission effect of contributory pension scheme on Nige ria’s economic growth using quarterly data from 2010 to 2023. Thestudyis grounded in the Solow growth and Harrod–Domar models as its theoretical framework and employs a Structural Vector Autoregression (SVAR) approach for data analysis. The results show that economic growth responds positively to changes in pension fund assets and contributions. It also reveal that pension fund assets respond positively to changes in pension fund contribution in Nigeria. The study recommends that gov ernment should intensify efforts to encourage employers and employees in the in formal sector, as well …


Relative Price Changes And Monetary Policy Stance In Nigeria, Elijah A. Udoh, Ibrahim D. Mohammed, Yakubu M. Sanusi, Philom Ena Y. Oksakei Jun 2025

Relative Price Changes And Monetary Policy Stance In Nigeria, Elijah A. Udoh, Ibrahim D. Mohammed, Yakubu M. Sanusi, Philom Ena Y. Oksakei

CBN Journal of Applied Statistics (JAS)

This study estimates a baseline Taylor Rule and an augmented Taylor Rule incorporating relative price movements (RELP) using Generalized Method of Moments (GMM) on Nigerian data. The baseline model shows weak and statistically insignificant responses of the MPR to inflation, the output gap, and crisis conditions, confirming earlier findings that inflation and output in Nigeria do not have contemporaneous effects on the MPR. By contrast, the augmented model reveals that the relative price level positively and significantly influences the policy rate, indicating that the CBN raises interest rates when domestic prices rise relative to external or bench mark prices. Across …


Lessons Learned From Sandboxing, Piloting And Policy Experimentation With Ai And Other Digital Initiatives: Part 1, Summary Report, Steven M. Miller Jun 2025

Lessons Learned From Sandboxing, Piloting And Policy Experimentation With Ai And Other Digital Initiatives: Part 1, Summary Report, Steven M. Miller

Research Collection School Of Computing and Information Systems

This report, "Lessons Learned from Sandboxing, Piloting and Policy Experimentation with AI and Other Digital Initiatives," captures insights and experiences from project experts involved in recent digital innovation initiatives with the governments of Bangladesh, Maldives, and Kazakhstan, and from project experts actively involved with the use of AI for delivering government digital services in the EU, New Zealand, Rwanda, Singapore, United States, and Uzbekistan. The ten in-depth interview write-ups produced from these nine different country settings provide a small but highly informative sample of rich descriptions of some of the important realities, approaches, nuances, issues and challenges related to testing …


Building Narratives And Probing Concepts: Preparing Materials For Co-Design With Autistic Livestreamers, Terrance Mok, Tyson Hartley, Anthony Tang, Adam Mccrimmon, Lora Oehlberg Jun 2025

Building Narratives And Probing Concepts: Preparing Materials For Co-Design With Autistic Livestreamers, Terrance Mok, Tyson Hartley, Anthony Tang, Adam Mccrimmon, Lora Oehlberg

Research Collection School Of Computing and Information Systems

Based on ten semi-structured interviews with autistic Twitch streamers, we introduce a series of scenario-based design narratives coupled with technology design concepts as a starting point for co-design discussion about autistic streaming. This work builds on prior thematic analysis of the unique intersection between autism and livestreaming. Our user-centered scenarios highlight the needs, goals, and challenges of autistic individuals in livestreaming contexts. By using evocative narratives, the scenarios serve to facilitate empathy and deeper engagement with the needs of autistic users, and help facilitate and support co-creative dialogues and discussions about new technology designs. We contribute this starting point for …


Do Government Benefit Programs Reduce Child Labor?: Causal Evidence From The Midday Meal Scheme In India, Vardaan Chawla, Tomoki Fujii, Arpita Khanna, Ray Rohan Jun 2025

Do Government Benefit Programs Reduce Child Labor?: Causal Evidence From The Midday Meal Scheme In India, Vardaan Chawla, Tomoki Fujii, Arpita Khanna, Ray Rohan

Research Collection School Of Economics

This study evaluates the impact of the midday meal program in India on the prevalence of child labor for upper primary school going children. The staggered implementation of the largest school feeding program in the world across states provides exogenous variation in exposure. Using the nationally representative National Sample Survey Office (NSSO) data, we find that exposure to the program reduced prevalence of child labor by 47 percent relative to children in never-treated states, with no significant difference in impact between boys and girls. The effects were primarily driven by a decline in household labor supply, especially performance of household …


Can Tanzanian Neurosurgeons Access Tanzanian Neurosurgical Literature? A Systematic Review And Survey Of Neurosurgical Publications, Sabas Romani R, Woodfield Julie, Ikwuegbuenyi Chibuikem Anthony, Cadieux Magalie, Shayo Consolata, Shabhay Zarina, Rabiel Happiness, Beverly Cheserem, Bwemelo Joel, Wright Drew N Jun 2025

Can Tanzanian Neurosurgeons Access Tanzanian Neurosurgical Literature? A Systematic Review And Survey Of Neurosurgical Publications, Sabas Romani R, Woodfield Julie, Ikwuegbuenyi Chibuikem Anthony, Cadieux Magalie, Shayo Consolata, Shabhay Zarina, Rabiel Happiness, Beverly Cheserem, Bwemelo Joel, Wright Drew N

General Surgery, East Africa

BACKGROUND AND OBJECTIVES: Free and open access to research data and findings promotes equity in access to healthcare knowledge and equity in patient care and treatment. To benefit the health care of the population studied, research findings must be accessible to clinicians, academics, and policymakers serving those populations. The aim of this study was to assess the extent of published Tanzanian neurosurgical data and its accessibility to those practicing within the country.

METHODS: A systematic review of all published neurosurgical studies from Tanzania was conducted. Authorship, funding, and open-access status were recorded. Tanzanian neurosurgeons were surveyed by telephone …


Enchanted April, Christopher V. Hollister, Allison Hosier, Jacqulyn A. Williams Jun 2025

Enchanted April, Christopher V. Hollister, Allison Hosier, Jacqulyn A. Williams

Communications in Information Literacy

This editorial is a tribute to former CIL co-editor-in-chief, April Schweikhard.


Generative Ai For College Students: A Collaboratively Developed Online Microcourse On Genai In The College Classroom, Amber Willenborg, Tessa Withorn Jun 2025

Generative Ai For College Students: A Collaboratively Developed Online Microcourse On Genai In The College Classroom, Amber Willenborg, Tessa Withorn

Communications in Information Literacy

Academic libraries have taken a variety of approaches to addressing the opportunities and challenges of generative artificial intelligence (GenAI) in higher education. For universities that have no standard policy around GenAI, instructors are left with little guidance on how to teach students about GenAI in the classroom and may have varying levels of comfort with GenAI and its applications. To address the need for more instruction around GenAI, a team of librarians and university writing center and digital media suite staff took an innovative approach to teaching AI literacy by creating a six-lesson microcourse in their learning management system all …


Exploring Positional Knowledge: Using Theory To Teach Bias, Thomas C. Weeks, Melissa E. Johnson Jun 2025

Exploring Positional Knowledge: Using Theory To Teach Bias, Thomas C. Weeks, Melissa E. Johnson

Communications in Information Literacy

In this article, the authors explain how librarians can use positionality theory to understand how students produce value judgments around questions of bias, authority, and credibility. Librarians can help guide students to recognize the student’s own positionality when approaching issues of bias. Students are often instructed to choose credible sources for their research, which they often interpret as sources that avoid bias. Source evaluation tools and checklists, such as the CRAAP test and SIFT, also tell students to watch out for biased language. Unfortunately, many people, students and librarians alike, misunderstand bias and fail to recognize its significance in the …


Bridging The Gap: Exploring The Intersection Of Formal Mental Health Services And Informal Social Supports In Bipoc Communities, Patrice D. Patton-Campbell Jun 2025

Bridging The Gap: Exploring The Intersection Of Formal Mental Health Services And Informal Social Supports In Bipoc Communities, Patrice D. Patton-Campbell

Dissertations

Despite growing awareness of mental health disparities, BIPOC (Black, Indigenous, and People of Color) communities continue to face significant barriers in accessing culturally responsive mental health care. This dissertation explores the intersection between formal mental health services and informal social supports such as family, religious institutions, and community networks to understand which systems are more trusted, accessible, and effective for BIPOC individuals. Grounded in Urban Liberation Psychology and guided by decolonial and culturally responsive care frameworks, this qualitative study draws from focus groups and interviews with 33 participants, including both community members and service providers from the Chicagoland area and …


Culturally Responsive Intimate Partner Violence (Ipv) Service Needs Among African Immigrant Women: Examining The Impact Of Cultural Norms And Psychosocial Barriers On Safety Perceptions And Help-Seeking Behaviors, Titilayo Ogunbambi Jun 2025

Culturally Responsive Intimate Partner Violence (Ipv) Service Needs Among African Immigrant Women: Examining The Impact Of Cultural Norms And Psychosocial Barriers On Safety Perceptions And Help-Seeking Behaviors, Titilayo Ogunbambi

Dissertations

Intimate Partner Violence (IPV) remains a pervasive public health and social justice issue globally, with African immigrant women in the United States facing compounded challenges as they navigate cultural, structural, and systemic barriers, including migration-related vulnerabilities and attachment to cultural values that shape their decisions and experiences. Although formal IPV services exist, they often fail to address the lived realities and culturally specific needs of this population, leading to underutilization and barriers in seeking help. This qualitative study examines how cultural norms, psychosocial barriers, and systemic inequities influence safety perceptions and help-seeking behaviors among African immigrant women survivors of IPV. …


Book Review: Fundamentals Of College Admission Counseling: A Textbook For Graduate Students And Practicing Counselors, Brenda Gerhardt Jun 2025

Book Review: Fundamentals Of College Admission Counseling: A Textbook For Graduate Students And Practicing Counselors, Brenda Gerhardt

Journal of College Access

No abstract provided.


From Novice To Expert: Exploring The Relationship Between Information Literacy Threshold Concepts And Epistemological Development, Amanda L. Folk Jun 2025

From Novice To Expert: Exploring The Relationship Between Information Literacy Threshold Concepts And Epistemological Development, Amanda L. Folk

Communications in Information Literacy

The Framework for Information Literacy for Higher Education articulates the ways of thinking, knowing, and doing that are valued in the academic community. Prior to the Framework, several scholars explored the potential relationship between information literacy and epistemological development, or the ways in which learners develop their understanding of and positionality to knowledge creation. However, the intersections of information literacy and epistemological development have been underexamined in the era of the Framework. In this article, I analyze the Framework through the lens of two epistemological development models, the Epistemological Reflection Model (Baxter-Magolda, 1992) and Reflective Judgement Model (King …


"Some Level Of Skill For Life": Secondary Teacher Librarians Supporting Student Information Literacy Skill Transfer Beyond Secondary School, Kasey L. Garrison, Kay Oddone Jun 2025

"Some Level Of Skill For Life": Secondary Teacher Librarians Supporting Student Information Literacy Skill Transfer Beyond Secondary School, Kasey L. Garrison, Kay Oddone

Communications in Information Literacy

Students entering higher education are expected to transfer information literacy skills and knowledge developed through their primary schooling and sharpened in their secondary years. However, the constant evolution of the information landscape means the mastery of these skills presents challenges for students to develop and teachers to teach. Through interviews, this phenomenological study examines the perspectives and practices of 19 Australian secondary teacher librarians supporting student information literacy skill transfer in school and life contexts and considers important changes in the teaching of these skills. Findings suggest time and content overload are preventing integration across subjects and limiting students’ ability …


From Cynicism To Trust: Strategies For Teaching Students Source Evaluation Skills, Mandi Goodsett, Melanie Gagich Jun 2025

From Cynicism To Trust: Strategies For Teaching Students Source Evaluation Skills, Mandi Goodsett, Melanie Gagich

Communications in Information Literacy

Concerns about the spread and adoption of misinformation abound, and academic librarians have played a part in trying to stem the tide through information literacy instruction. However, teaching students how to evaluate sources can be complicated—teaching fact-checking skills may be insufficient if it increases students’ overall cynicism about information ecosystems. This study explores how teaching fact-checking and lateral reading skills, along with instruction about “bias filters,” can help to reduce the cynicism of first year writing students, while also increasing their misinformation detection skills. Results are mixed, but teaching about the information creation process and “bias filters” is especially promising. …


Visual Literacy Instruction At Scale: Developing Asynchronous Learning Objects For First-Year Art And Design Students, Jacqueline Huddle, Sarah Carter Jun 2025

Visual Literacy Instruction At Scale: Developing Asynchronous Learning Objects For First-Year Art And Design Students, Jacqueline Huddle, Sarah Carter

Communications in Information Literacy

While learning modules are not new to academic librarianship, student-centered, asynchronous learning modules are an innovative approach not commonly considered within the academic librarianship literature. This article discusses the development and implementation of visual literacy asynchronous learning modules created by two librarians for a cohort of first-year studio art students. In creating these modules, the goal was to offer studio art students visual literacy instruction specific to their personal interests and future careers. Specifically, this article discusses the module design process and how student-centered learning can be incorporated into modules in order to offer deep learning opportunities.


Lessons Learned From Sandboxing, Piloting And Policy Experimentation With Ai And Other Digital Initiatives: Part 2, Ten In-Depth Interviews, Steven M. Miller Jun 2025

Lessons Learned From Sandboxing, Piloting And Policy Experimentation With Ai And Other Digital Initiatives: Part 2, Ten In-Depth Interviews, Steven M. Miller

Research Collection School Of Computing and Information Systems

This report, "Lessons Learned from Sandboxing, Piloting and Policy Experimentation with AI and Other Digital Initiatives," captures insights and experiences from project experts involved in recent digital innovation initiatives with the governments of Bangladesh, Maldives, and Kazakhstan, and from project experts actively involved with the use of AI for delivering government digital services in the EU, New Zealand, Rwanda, Singapore, United States, and Uzbekistan. The ten in-depth interview write-ups produced from these nine different country settings provide a small but highly informative sample of rich descriptions of some of the important realities, approaches, nuances, issues and challenges related to testing …


Built Environment And Public Electric Vehicle Charging: An Investigation Using Poi Data And Computer Vision, Junfeng Jiao, Seung Jun Choi Jun 2025

Built Environment And Public Electric Vehicle Charging: An Investigation Using Poi Data And Computer Vision, Junfeng Jiao, Seung Jun Choi

Research Collection College of Integrative Studies

Public electric vehicle charging stations (EVCSs) are vital for boosting EV adoption. This study investigates Seoul’s public EV charging patterns, taking into account the surrounding urban built environment. We collected built-environment data from land-use maps, Point of Interest (POI) data, and panorama images near public EVCS. The computer-vision technique was used to extract scene features from panorama images. We conducted a spatiotemporal analysis of public EVCS usage. The built-environment factors underwent dimensionality reduction and were assessed for outliers. Descriptive analysis revealed afternoon peak charging times and variations between chargers. Additional peaks are observed in the weekday late evening for chargers …


Library Holiday Hours, Beatriz Varman Jun 2025

Library Holiday Hours, Beatriz Varman

TMC Library Newsletter (2015-)

he TMC Library will be closed Friday, July 4 in observance of Independence Day. Regular hours resume Saturday, July 5.


Mini-Digitization Project, Kelsey Koym Jun 2025

Mini-Digitization Project, Kelsey Koym

TMC Library Newsletter (2015-)

Although called a “mini-digitization,” the recent project to scan six photographs from the IC 086 Hermann Hospital Archive Records is part of a larger effort. With help from a UTHealth community member, the McGovern Historical Center now has digital files and a detailed inventory for about 185 blueprints of the Hermann Professional Building. To see the rest of the photographs, visit the McGovern's portal on AToM.


Refworks Access Ends July 29, 2025, Joanne Romano Jun 2025

Refworks Access Ends July 29, 2025, Joanne Romano

TMC Library Newsletter (2015-)

The TMC Library ended our subscription to RefWorks to focus on open products for students, faculty, and staff. Learning and using an open citation manager like Zotero or Mendeley is a good lifelong learning goal which will support future research projects. Get started and learn more about Zotero and Mendeley.

Users who want to switch to an individual RefWorks account should contact RefWorks.


Your Past Is My Present: Does Evoking Historical Analogies Change Public Opinion Regarding Foreign Policy?, Anil Menon, Yehonathan Abramson, Dean C. Dulay, Pauline Jones Jun 2025

Your Past Is My Present: Does Evoking Historical Analogies Change Public Opinion Regarding Foreign Policy?, Anil Menon, Yehonathan Abramson, Dean C. Dulay, Pauline Jones

Research Collection School of Social Sciences

Historical analogies are often employed as tools of public persuasion on security and foreign policies. While existing research points to the potential power of historical analogies on domestic audiences, it has not examined the effect of historical analogies on foreign publics. Using speeches by Ukrainian President Volodymyr Zelensky after Russia’s February 2022 invasion, we investigate whether evoking salient events from the audience country’s past effectively increases popular support for aiding Ukraine. We conducted survey experiments simultaneously in four countries where Zelensky delivered speeches rich in historical analogies – United Kingdom (WWII), United States (Pearl Harbor and 9/11), Germany and Israel …


Exposure To Different Motives Of Scientists Moderates Responses To Scientific Consensus: The Case Of Cultured Meat, Kimin Eom, Bryan Kwok Cheng Choy Jun 2025

Exposure To Different Motives Of Scientists Moderates Responses To Scientific Consensus: The Case Of Cultured Meat, Kimin Eom, Bryan Kwok Cheng Choy

Research Collection School of Social Sciences

This research examines how exposure to different motives of scientists affects the impact of scientific consensus on public attitudes toward cultured meat. While scientific consensus on the safety of cultured meat generally increased positive attitudes toward it, this effect depended on information about scientists’ motives. Exposure to information about scientists’ financial motives weakened the positive effect of scientific consensus because it undermined trust in scientists. Information about scientists’ prosocial motives did not influence the scientific consensus effect. These findings suggest that perceived motives can shift trust in experts, thereby affecting the influence of experts on public attitudes.


Potential And Pitfalls Of Romantic Artificial Intelligence (Ai) Companions: A Systematic Review, Qi Hui Jerlyn Ho, Meilan Hu, Tracy Xi Chen, Andree Hartanto Jun 2025

Potential And Pitfalls Of Romantic Artificial Intelligence (Ai) Companions: A Systematic Review, Qi Hui Jerlyn Ho, Meilan Hu, Tracy Xi Chen, Andree Hartanto

Research Collection School of Social Sciences

As Artificial Intelligence (AI) becomes more integrated into daily life, individuals have increasingly turned to AIdriven systems for emotional support, companionship, and even romantic relationships. These relationships can be both beneficial and detrimental. Given the need for a comprehensive understanding of this phenomenon, this systematic review uses Sternberg’s Triangular Theory of Love to provide a holistic summary of its key potentials and pitfalls. A total of 23 articles were identified from the following databases: EBSCOhost ERIC, EBSCOhost PsycInfo, PubMed, Scopus, and Web of Science. Results highlighted the key potentials of being in a romantic relationship with AI companions as: the …


Neuroticism Predicts Constructive Conflict Resolution Styles In Conscientious Individuals: Evidence From Self-Reports And Observer Ratings, Frosch Yi Xuan Quek, Hwajin Yang, Andree Hartanto Jun 2025

Neuroticism Predicts Constructive Conflict Resolution Styles In Conscientious Individuals: Evidence From Self-Reports And Observer Ratings, Frosch Yi Xuan Quek, Hwajin Yang, Andree Hartanto

Research Collection School of Social Sciences

The ability to resolve conflict is crucial for maintaining healthy relationships and psychological well-being. However, prior research has often overlooked the potential benefits of neuroticism for conflict resolution styles, due to a reliance on self-report measures and the lack of consideration of healthy neuroticism. This study examined the relationship between neuroticism and conflict resolution styles and highlights the pivotal role of conscientiousness and measurement modalities. Employing both self-reports and observer ratings of the Conflict Resolution Styles Inventory (CRSI), we analyzed data from young adults (N = 259) using structural equation modeling analysis. Self-reports indicated that neuroticism was associated with unconstructive …


Advocacy Under Authoritarianism: Civil Society's Impact On Environmental Treaty Ratification In Southeast Asia, Christianna Sirindah Parr Jun 2025

Advocacy Under Authoritarianism: Civil Society's Impact On Environmental Treaty Ratification In Southeast Asia, Christianna Sirindah Parr

Research Collection School of Social Sciences

Does civil society in competitive authoritarian and authoritarian countries impact environmental policy? Specifically, does civil society speed up the ratification of international environmental treaties? Treaty ratification is a crucial step for translating international commitments to domestic politics. I argue that in competitive authoritarian regimes, where civil society operates under constraints but retains some space for advocacy, more robust civil society accelerates the ratification of environmental treaties compared to states with weaker civil society. These regimes often tolerate civil society pressure on non-threatening issues, such as environmental governance, which allows for strategic concessions without undermining state authority. Focusing on Southeast Asia, …


Peak Policy Lab Or Chasing Windmills? The Overlooked Issue Of Misaligned Policy Design, Adam Wellstead, Sarah Giest, Ishani Mukherjee Jun 2025

Peak Policy Lab Or Chasing Windmills? The Overlooked Issue Of Misaligned Policy Design, Adam Wellstead, Sarah Giest, Ishani Mukherjee

Research Collection School of Social Sciences

Policy innovation labs (PILs) are relatively new policy actors and are part of a larger global “labification” movement. They are touted as spaces for the novel development and testing of policy solutions. PILs have evolved into various forms–including those at different levels of government (central, sub-national, and local), sectoral (such as food, transportation, and environment), and cross-sectoral labs (social innovation and data labs). After a decade, some practitioners lament the effectiveness of their efforts and question if policy labs are indeed engines of innovation and change. We argue that the approach to policy design by PILs, in part, is an …