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Bridging Awareness And Action: A Multilevel Model Of Organizational Learning, Safety Climate, And Sickle Cell Trait Safety Compliance, Kimberly Snowden Oct 2026

Bridging Awareness And Action: A Multilevel Model Of Organizational Learning, Safety Climate, And Sickle Cell Trait Safety Compliance, Kimberly Snowden

Annual DBA Scholars Conference

Despite the existence of NCAA and National Athletic Trainers’ Association guidelines, preventable sickle cell trait (SCT)-related adverse events continue to occur in athletic settings. This study examines how organizational learning capacity, safety climate, leadership commitment, and individual risk perception influence compliance with SCT safety protocols and related safety outcomes. Drawing on Organizational Learning Theory, Safety Climate Theory, and the Health Belief Model, the study proposes a multilevel framework tested through an explanatory sequential mixed-methods design. Findings are expected to identify organizational predictors of compliance and provide practical recommendations to strengthen SCT safety implementation and reduce preventable athlete harm.


The Paradoxes Of Mental Health Disclosure In The Workplace: What Employee Voices Reveal About Courage And Organizational Culture, Steve G. Winkel D.B.A. Oct 2026

The Paradoxes Of Mental Health Disclosure In The Workplace: What Employee Voices Reveal About Courage And Organizational Culture, Steve G. Winkel D.B.A.

Annual DBA Scholars Conference

The lived experience of mental health disclosure is deeply paradoxical. Drawing on thematic analysis of qualitative data from 572 U.S. employees with diagnosed mental health conditions — 282 of whom disclosed to a manager or HR professional — this paper presents three central paradoxes: (1) disclosure normalizes experience but does not neutralize vulnerability; (2) the same conversation produces both safety and stigma; and (3) disclosure requires courage, revealing the inadequacy of existing organizational norms. A constructivist grounded theory approach guided the inquiry. Theoretical implications for stigma management theory (Goffman, 1963) and psychological safety research (Edmondson, 1999) and practical implications for …


Microbusiness Owner-Managers And Financial Planning: A Transtheoretical Model Of Behaviour Change Approach, Christopher L. Gorman Oct 2026

Microbusiness Owner-Managers And Financial Planning: A Transtheoretical Model Of Behaviour Change Approach, Christopher L. Gorman

Annual DBA Scholars Conference

The practitioner-scholar proposes a cross-sectional study to investigate how microbusiness owner-managers adopt financial planning behaviour through the lens of the Transtheoretical Model of Behaviour Change (TTM). The study will examine the TTM’s stages of change and the factors that influence these owner-managers’ decisions to engage in financial planning. By applying a behaviour change framework to an underexplored area of financial planning research, the study will aim to identify barriers and opportunities to microbusiness owners’ adoption of financial planning. The findings will inform strategies CFP® professionals can use to enhance client engagement, communication, and decision-making among microbusiness owner-managers.


Harassment Risks, Reporting Decisions And Institutional Responses During Hospitality Internships In Ghana, Ebenezer Junior Afful, Yaa Akubia Oct 2026

Harassment Risks, Reporting Decisions And Institutional Responses During Hospitality Internships In Ghana, Ebenezer Junior Afful, Yaa Akubia

ICHRIE Research Reports

Hospitality internships can expose students to sexual harassment while leaving them uncertain whether reporting will bring protection or further risk. This study examined exposure, reporting decisions and perceived institutional response among hospitality students in Ghana. It combined a survey of 277 students from three technical universities with follow-up interviews involving 13 participants. Among valid responses, 27.0% reported personally experiencing harassment, while 30.4% reported witnessing it during placement. Only 43.2% of personal incidents and 38.3% of witnessed incidents were reported. Interviews showed that silence was shaped by normalised conduct, customer-service expectations, supervisory power, fear of consequences, unclear reporting routes, and distrust …


Hidden Thermal Signatures Reveal The Microclimatic Influence Of Scheduled Cave Tourism, Matt Rowberry, John Gunn, Andrew Smith Oct 2026

Hidden Thermal Signatures Reveal The Microclimatic Influence Of Scheduled Cave Tourism, Matt Rowberry, John Gunn, Andrew Smith

International Journal of Speleology

Tourist activity is widely recognised as a source of cave microclimate disturbance, yet visitor-induced variability is difficult to distinguish from natural environmental fluctuations. The coronavirus pandemic created a natural experiment at Poole’s Cavern, United Kingdom, in which periods of complete closure could be compared with contrasting visitor access regimes. Two years of high resolution temperature records from six monitoring points were analysed. Harmonic regression and a state space model removed deterministic diurnal cycles and lower frequency temperature variability. The remaining residual variability differed systematically among visitor access regimes and between daytime and nighttime conditions. Spectral analysis of the residuals identified …


Words And Places That Shape Behavior, Nicole J. Olynk Widmar,, Michael L. Smith, Erin Robinson Oct 2026

Words And Places That Shape Behavior, Nicole J. Olynk Widmar,, Michael L. Smith, Erin Robinson

Purdue University Press Books

Words and Places That Shape Behavior, the sixth installment in the Consumer Corner series, brings the concept of place to the forefront, connecting what people say to where they actually go. By combining insights from online and social media conversations with real-world foot traffic data, the book reveals how consumers’ stated preferences align with—or diverge from—their actions..

From the rhythms of back-to-school shopping and childcare to the draw of state fairs, lakes, and local landmarks, this book explores how everyday choices shape the places where people gather and spend their time. It examines seasonal shopping and dining trends, what …


A Qualitative Content Analysis Of The Personal Branding Practices Of Forbes 30 Under 30 Honorees, Hannah Naylor Regitz Oct 2026

A Qualitative Content Analysis Of The Personal Branding Practices Of Forbes 30 Under 30 Honorees, Hannah Naylor Regitz

Doctoral Dissertations and Projects

This qualitative study examines the personal branding practices of 10 honorees from the Forbes 2025 North American 30 Under 30 list. Through a thematic content analysis of Instagram, the honorees’ posts, captions, and the conversation climate of their comments from October 2025 were analyzed to determine patterns and similarities in their personal branding practices. Grounded in cultivation theory, this study explored how repeated exposure to curated content of these high-achieving young professionals shapes their personal brand perception. Additionally, it explored their interaction with commenters and the types of comments they engaged with. The analysis revealed seven themes that were present …


Interpreting Visibility: Leadership And Employee Perspectives On Performance, Trust, And Commitment In Hierarchical Organizations, Joshua A. Hart Oct 2026

Interpreting Visibility: Leadership And Employee Perspectives On Performance, Trust, And Commitment In Hierarchical Organizations, Joshua A. Hart

Doctoral Dissertations and Projects

The purpose of this qualitative multiple-case study was to examine how leaders and employees interpreted workplace visibility and presence within hierarchical organizations. The researcher conducted semistructured interviews with 30 participants, including 15 leaders and 15 employees, across nongovernmental, civilian government, and military cases. The researcher organized 43 codes into seven themes. Participants described workplace visibility as selective access to employee activity rather than complete evidence of performance, commitment, reliability, motivation, or engagement. They described attendance, responsiveness, communication, and visible output as more perceptible aspects of work, while preparation, technical reasoning, informal coordination, and internal experience were less apparent. Participants depicted …


Modelling The Financial Viability Of Offshore Aquaculture Using A Case Study Of A Sea Bass Farm In The Bay Of Lion, France, Jeremy Van Dyken, Houshang Habibniya, Suzan Dsouza, Tyler Sclodnick Oct 2026

Modelling The Financial Viability Of Offshore Aquaculture Using A Case Study Of A Sea Bass Farm In The Bay Of Lion, France, Jeremy Van Dyken, Houshang Habibniya, Suzan Dsouza, Tyler Sclodnick

Journal of Ocean and Coastal Economics

The extension of net pen aquaculture to open ocean sites provides many advantages to the industry including opportunity for expansion, utilization of high energy sites, and better resilience to certain near shore or surface-associated stressors. The industry has been slow to develop due to high perceived risks and a lack of operating farms to provide financial information for open ocean farm operations. A model was developed to evaluate the economic viability of a hypothetical sea bass aquaculture venture in the open French Mediterranean Sea that utilizes open ocean submersible farming systems. Advanced open ocean equipment, including submersible net pens, environmental …


The Digital Responsibility Index: Quantifying Perceived Multi-Layered Responsibility In Cybersecurity, Mircea Ţălu Oct 2026

The Digital Responsibility Index: Quantifying Perceived Multi-Layered Responsibility In Cybersecurity, Mircea Ţălu

Journal of Cybersecurity Education, Research and Practice

In the evolving digital landscape, cybersecurity responsibility extends beyond technical safeguards to include individual behavior, organizational governance, and societal impact. This study introduces the Digital Responsibility Index (DRI), a novel metric that quantifies multi-layered accountability across four domains: technical, individual, organizational, and societal. Data were collected through scenario-based Likert-scale surveys with 120 cybersecurity professionals, supplemented by semi-structured interviews with senior leaders. Results reveal that while technical and organizational responsibilities are consistently prioritized, individual and societal accountability remain under-recognized. Leadership engagement significantly enhances responsibility scores across all layers. The proposed DRI framework provides a measurable and potentially actionable basis for assessing …


Ai-Generated Phishing Attacks: Emerging Threats And Detection Strategies For Security Operations Centers, Bahzad Khalid Oct 2026

Ai-Generated Phishing Attacks: Emerging Threats And Detection Strategies For Security Operations Centers, Bahzad Khalid

Journal of Cybersecurity Education, Research and Practice

Artificial intelligence (AI) is transforming cybersecurity by strengthening defensive capabilities while simultaneously enabling more sophisticated phishing attacks. AI generated phishing emails increasingly evade traditional detection methods through improved grammar, contextual relevance and realistic communication styles creating significant challenges for Security Operations Centers (SOCs). This study investigates the effectiveness of current email security systems in detecting AI generated phishing emails compared with traditional phishing emails. A mixed method experimental approach was employed using controlled Gmail and Outlook environments to evaluate the detection and classification of multiple phishing scenarios. The results demonstrate that several AI generated phishing emails successfully bypassed initial security …


Muscle Shoals: A Plan For The Use Of The United States Properties On The Tennessee Power By Private Industry For Of "The Manufacture Of Fertilizers And Other Useful Products", Muscle Shoals Commission, United States Government Printing Office Washington: 1931 Oct 2026

Muscle Shoals: A Plan For The Use Of The United States Properties On The Tennessee Power By Private Industry For Of "The Manufacture Of Fertilizers And Other Useful Products", Muscle Shoals Commission, United States Government Printing Office Washington: 1931

Documents

A plan created by the Muscle Shoals commission for instituting a series of fertilizer production operations in the Tennessee Valley area. In addition to written analysis, the document contains multiple images, illustrations, charts, graphs, and maps of the area to illustrate the reasoning of the plan.

Although the plan was never fully brought to fruition, it represents a crucial piece of agricultural and infrastructural history in the Shoals, Alabama alongside existent history on the Tennessee Valley Authority (TVA) and the development of the nitrate plants.


A Narrative-Driven, Socratic Instructional Framework For Teaching Adversarial Cognition In Cybersecurity, Joshua K. Goossen Oct 2026

A Narrative-Driven, Socratic Instructional Framework For Teaching Adversarial Cognition In Cybersecurity, Joshua K. Goossen

Journal of Cybersecurity Education, Research and Practice

The Socratic method has demonstrated, in studies across law, medicine, and nursing, that dialectic structured questioning improves expert reasoning. Cybersecurity currently teaches tools and techniques but lacks Socratic dialogic leaving graduates underprepared for novel scenarios requiring cross-domain reasoning. Because law, medicine and nursing cultivate similar reasoning as security there is principled reason to expect reasoning benefits could transfer to security students. This paper argues that the correspondence warrants investigation. Investigation requires a named, teachable reasoning target analogous to clinical reasoning and we specify that target as adversarial cognition, a framework integrating adversary features, system architecture, implementation logic, governance structure, human …


Brand Gravity And Instant Adoption: Consumer Visitation, Loyalty, And Trip Chaining Following The Entry Of A New National Coffee Chain, Mark J. Sciuchetti Jr., Jianping Huang Oct 2026

Brand Gravity And Instant Adoption: Consumer Visitation, Loyalty, And Trip Chaining Following The Entry Of A New National Coffee Chain, Mark J. Sciuchetti Jr., Jianping Huang

Atlantic Marketing Journal

This study examines how consumers adopt a strong national brand immediately after its entry into a small regional market. Using anonymized mobile location data from the first twenty-nine weeks of a new Starbucks location in Anniston, Alabama, the analysis evaluates weekly visitation, repeat behavior, visitor origin distance, trip chaining, and temporal demand. The store opened above its subsequent steady state, indicating activation of preexisting demand rather than a gradual diffusion process. Repeat visitors generated 82.6% of visits within the observation window, showing rapid movement from trial to habitual use. The entrant also exhibited a flatter distance decay gradient than adjacent …


Complementary Global–Local Feature Fusion And Ensemble Refinement For Facial-Expression Recognition On Fer2013, H. M. Shahzad, Hassan A. Ahmed Oct 2026

Complementary Global–Local Feature Fusion And Ensemble Refinement For Facial-Expression Recognition On Fer2013, H. M. Shahzad, Hassan A. Ahmed

Business Faculty Publications

Facial-expression recognition (FER) on FER2013 remains challenging because of low-resolution images, class imbalance, and label ambiguity. This study presents a global–local feature-fusion framework that integrates complementary representations with validation-based ensemble refinement. A frozen DINOv2 ViT-Base captures global facial semantics, while EfficientNetB3 extracts complementary local texture features. Their fused representation is used for seven-class facial-expression classification. The classification head is first trained with targeted feature-space SMOTE, and the EfficientNetB3 branch is then partially fine-tuned. Five-view test-time augmentation (TTA) is further incorporated at inference, together with an independently trained ConvNeXt-Tiny branch to provide additional architectural diversity. Ensemble weights are selected using a …


Designing For Who Actually Shows Up: A Signal Framework For Online Adult Learners In Cybersecurity And Information Technology, Chad Whistle, Mayyada Al-Hammoshi Oct 2026

Designing For Who Actually Shows Up: A Signal Framework For Online Adult Learners In Cybersecurity And Information Technology, Chad Whistle, Mayyada Al-Hammoshi

Journal of Cybersecurity Education, Research and Practice

Online adult learners pursuing cybersecurity and information technology credentials represent one of the fastest-growing student populations in American higher education, yet the frameworks institutions use to support their success were not designed for them. This population, disproportionately drawn from the 41.9 million Americans who hold some college credit but no credential, arrives workforce-embedded, time-constrained, and skeptical of institutional systems that previously failed to serve them. Existing persistence models grounded in traditional student integration theory inadequately account for the behavioral patterns, motivational structures, and credential expectations that define this learner. This paper proposes the SIGNAL Framework (Skills-based credential architecture, Integrated AI-informed …


Determining The Optimal Ratio Of Foreign Currency In Commercial Banks: An Analytical Study Of Exchange Rates, Abbas Ebd Al-Khudair Al-Shalan Oct 2026

Determining The Optimal Ratio Of Foreign Currency In Commercial Banks: An Analytical Study Of Exchange Rates, Abbas Ebd Al-Khudair Al-Shalan

Muthanna Journal of Administrative and Economics Sciences

The research aimed to help commercial banks avoid losses resulting from currency differences between the Iraqi Dinar and the US Dollar in their banking transactions and to estimate the optimal ratio for dealing in dollars. The research proved the impact of exchange rate fluctuations on local inflation rates and demonstrated the possibility of determining the optimal ratio for commercial banks' transactions in foreign currency, which avoids currency difference losses in their commitments and investments, as well as liquidity reduction risks. The research was conducted on a set of data on exchange rate fluctuations and inflation rates during the period (2005-2024). …


Human Capital Quality, Innovation And Economic Growth In Emerging Economies, Sajjad Karim Al-Juthaier Oct 2026

Human Capital Quality, Innovation And Economic Growth In Emerging Economies, Sajjad Karim Al-Juthaier

Muthanna Journal of Administrative and Economics Sciences

Objective: This study aims to uncover the long-term relationship and dynamics between local innovation, economic growth, and human capital quality in emerging markets and developing economies.
Methodology: The study employed Panel Distributed Lag Autoregressive (ARDL) and Nonlinear Autoregressive (NARDL) model frameworks for data analysis. The Human Capital Quality Index (HCQI) was developed over time (from 2015 to the present) for 52 countries, demonstrating a long-term and short-term asymmetric cointegration relationship between these data, exhibiting both symmetrical and asymmetrical patterns across different periods and within their respective sample intervals.
Results: The results revealed explanatory threshold effects, indicating that the optimization benefits …


The Importance Of A Gay Or Lesbian Community When Job Seeking – Psychological And Demographic Factors, Mark X. James, Zhimin Hu Oct 2026

The Importance Of A Gay Or Lesbian Community When Job Seeking – Psychological And Demographic Factors, Mark X. James, Zhimin Hu

Journal of Business, Industry, and Economics

In this study, sexual orientation disclosure, impression management, neuroticism, education, and age are statistically significant predictors of the importance of a gay and lesbian community when seeking a job in a new city. Internal locus of control was not a statistically significant predictor of the importance of a gay and lesbian community when seeking a job in a new city. This research potentially offers insights into other minority or stigmatized groups, suggesting that when those individuals are seeking jobs in a new city, a supportive community may be an important decision factor. From a human resource perspective, diversity and a …


Beyond Forecast Accuracy: A Responsible Ai Framework For Provenance-Aware Fine Jewelry Retail Planning, Katayoun Kiarsi, James Hutson Oct 2026

Beyond Forecast Accuracy: A Responsible Ai Framework For Provenance-Aware Fine Jewelry Retail Planning, Katayoun Kiarsi, James Hutson

Faculty Scholarship

Fine jewelry retailers must reconcile uncertain demand, high-value inventory, complex material histories, and expectations of responsible sourcing. This article develops a responsible artificial intelligence framework that connects demand forecasting, provenance evidence, and governance within retail planning. A conceptual framework-development approach informed by design-science research combines a targeted literature update through October 9, 2026, with descriptive analysis of published market statistics and an external retail forecasting benchmark. The analysis distinguishes original design propositions from empirical findings reported by other researchers; no retailer-level experiment or environmental impact assessment was conducted. Three sourced bar charts illustrate changing gold jewelry consumption and the methodological …


George C. Roberts Award Recipients Oct 2026

George C. Roberts Award Recipients

Midwest Social Sciences Journal

No abstract provided.


The Survival Of Sugar In Post-Emancipation British Guiana: East Indian Indentured Immigration And The Cheapening Of Labor, Wazir Mohamed Oct 2026

The Survival Of Sugar In Post-Emancipation British Guiana: East Indian Indentured Immigration And The Cheapening Of Labor, Wazir Mohamed

Midwest Social Sciences Journal

This Paper revisits the post-emancipation changes in the labor market of British Guiana. British Guiana, Mauritius, Trinidad and Tobago, Fiji, and several other locations were spaces where East Indian Indentured Immigrants from Idia became pivotal in the economy.[1] In the decade after emancipation (1838-1848), the rise of global free trade in sugar spurred by the equalization of duties in sugar factored in the search for a cheaper and the importation of a more pliable labor force to keep the wheels of sugar turning in British Guiana. With this background in mind this paper focuses on indentured immigration of East …


Leadership Dynamics, Transparency, & Governance During Crisis In Religious Organizations: Discussing The Roman Catholic Church’S Centralized Authority, John D. Rudnick Jr, Raymond L. Enzweiler, Srecko Koralija Oct 2026

Leadership Dynamics, Transparency, & Governance During Crisis In Religious Organizations: Discussing The Roman Catholic Church’S Centralized Authority, John D. Rudnick Jr, Raymond L. Enzweiler, Srecko Koralija

Interdisciplinary Journal of Leadership Studies

Abstract
This article considers two high-profile crises inside the Roman Catholic Church. The rejection of the Vatican audit in 2015 and the financial loss from a large investment in London real estate exemplify tension and balance between centralized, hierarchical leadership and institutional accountability. These cases examine leadership patterns relative to transparency, communication, and governance, evaluating the efficacy of centralized power under financial distress. The discussion is organized across pre-crisis, active crisis, and post-crisis phases by integrating insights from transactional, transformational, servant, and adaptive leadership style models. Performance improvement (PI) tools such as Before Action Reviews (BARs), After Action Reviews (AARs), …


Eating Disorders & Meat Consumption: A Meta-Analytic Review, Urska Dobersek, Laurel Standiford-Reyes, Tyler Robinson, Alex Antony Edwin, Sarah Siebers Oct 2026

Eating Disorders & Meat Consumption: A Meta-Analytic Review, Urska Dobersek, Laurel Standiford-Reyes, Tyler Robinson, Alex Antony Edwin, Sarah Siebers

Midwest Social Sciences Journal

In this meta-analytic review, we examined the current evidence on eating disorders in relation to meat consumption and meat abstention. We systematically searched six online databases in December 2025 for primary research on eating disorder-related variables in meat consumers and meat abstainers. Fifty-one studies with 55,984 participants (nmeat consumers = 44,282, nmeat abstainers = 9,751) met the inclusion/exclusion criteria. The outcomes were eating disorders and orthorexia nervosa. Meat consumption was associated with lower eating disorder (g = 0.20, 95% CI [0.08, 0.32], p = .001) and orthorexia nervosa symptomology (g = 0.47, 95% CI [0.33, …


Risk Management In Financial Intermediaries (Assignment), Jyothsna G. Harithsa Ph.D. Oct 2026

Risk Management In Financial Intermediaries (Assignment), Jyothsna G. Harithsa Ph.D.

School of Business

This assignment was developed by SUNY Geneseo Professor Jyothsna G. Harithsa for the fall 2026 semester.

Learning Objectives

  • Students will strengthen their knowledge in accounting and finance topics, based on what they learn in the classroom.
  • Students will learn how to use data analysis tools, learn to work with large amounts of data, be exposed to data extraction and data enhancement techniques, and will apply intuition to explain results.
  • In alignment with NACE competencies, students will sharpen their intuitive reasoning skills, exhibit professional behavior, learn the tools and techniques that could help them in the workplace (using Excel, report writing, …


Data Storytelling Team Project, Byeong-Hak Choe Ph.D. Oct 2026

Data Storytelling Team Project, Byeong-Hak Choe Ph.D.

School of Business

This team project was developed by SUNY Geneseo Professor Byeong-Hak Choe for the fall 2026 semester.

Learning Objectives

  • Develop a focused and researchable question that can be answered with data.
  • Import, clean, filter, summarize, and reshape data in ways that support a clear analytical purpose.
  • Use descriptive statistics and visualizations to identify patterns, trends, comparisons, or anomalies.
  • Create a coherent data story that connects the question, evidence, and takeaways for an audience.
  • Design readable, visually effective slides using color-blind-friendly figures and clear annotations.
  • Work productively as a team by dividing tasks, coordinating decisions, and contributing equitably.
  • Deliver a concise professional …


Scalable Growth In High-Contact, On-Site Service Firms: Ambidextrous Competitive Logics And A Dual-Governance Mechanism Of Replication Quality, Wei Han Oct 2026

Scalable Growth In High-Contact, On-Site Service Firms: Ambidextrous Competitive Logics And A Dual-Governance Mechanism Of Replication Quality, Wei Han

Dissertations and Theses Collection (Open Access)

This dissertation examines how high-contact, on-site service firms scale up. The central challenge is the stable reproduction of a recognizable service template across dispersed branches under customer heterogeneity, frontline discretion, relationship continuity, and local capacity pressure. Replication quality is defined as the branch-level stability of the service promise, execution rhythm, and exception-handling logic. It is measured directly through retention outcomes and service-failure outcomes, which capture continued acceptance of the service promise and visible breakdowns in service delivery.

The theoretical argument centers on two ambidextrous competitive logics. Local responsiveness requires branches to adapt service timing, provider matching, communication, and recovery work …


Global Tax Governance And The Digital Economy: The Limits Of Democratizing From Below?, Yujia He, Michael Tyrala Oct 2026

Global Tax Governance And The Digital Economy: The Limits Of Democratizing From Below?, Yujia He, Michael Tyrala

Patterson School of Diplomacy and International Commerce Faculty Publications

As Big Tech firms exploit existing rules to minimize their tax obligations, calls to reform the institutions of global tax governance that have historically favored capitalist elites in advanced economies have amplified. Progressive movements have garnered international pressure on the Organization for Economic Cooperation and Development (OECD) to undertake major reforms and address uneven power relations in international negotiations, which have historically produced a skewed distribution of taxing rights. Despite increasing democratization of global tax governance, substantial challenges remain, particularly as intensifying hegemonic resistance threatens to negate reform efficacy and perpetuate power asymmetries. This essay outlines this complex issue and …


Spend-Down To Scale Up: Limited-Life Giving In The Climate Crisis, Madeleine C. Mckinnon, Samuel Rogers, David Gunsberg, Emma Mcintosh Oct 2026

Spend-Down To Scale Up: Limited-Life Giving In The Climate Crisis, Madeleine C. Mckinnon, Samuel Rogers, David Gunsberg, Emma Mcintosh

The Foundation Review

This article shares first-hand experiences of a charitable foundation operating under a spend-down model, illustrating how a fixed time horizon shapes philanthropic and programmatic behavior. The authors discuss three conditions that a spend-down horizon reliably forces: the imperative to fund quickly, collaboratively, and boldly on shared goals; the discipline to concentrate capital with strategic focus; and the emphasis on learning and collaboration as both a means to optimize for impact now and to sustain and scale impact over the long term.

Authors explore the influence of these conditions in a series of case studies working towards a clean energy transition …


Bridging Theory And Practice: A Data-Driven Community Partnership To Optimize Maintenance Effectiveness, Daniel Wu Oct 2026

Bridging Theory And Practice: A Data-Driven Community Partnership To Optimize Maintenance Effectiveness, Daniel Wu

Academic Affairs

This project established an immersive, industry-engaged learning experience that embedded Data Science students in a professional business environment through a partnership with Thiele Kaolin. Students applied advanced data mining, machine learning, and big data analytics techniques to large proprietary datasets to address authentic business challenges and generate actionable, data-driven insights. By working with complex real-world data, students bridged the gap between classroom theory and industry practice while gaining hands-on experience with the full data science workflow, including data preparation, exploratory analysis, predictive modeling, and results interpretation. The project also fostered critical thinking, teamwork, and professional competencies. Students collaborated in multidisciplinary …