Economics Commons^™

Digital Privacy In Marketing And Advertising: A Review Of Evolving Consumer Concerns, Stakeholder Dynamics, And Theoretical Perspectives, Galvin Kuan Sian Lee

DLSU Business & Economics Review

The intensification of data-driven advertising has heightened public scrutiny of digital privacy and exposed persistent contradictions in consumer behavior. This structured integrative narrative review critically synthesizes contemporary research on the privacy paradox in digital advertising, with emphasis on consumer privacy concerns, stakeholder tensions, trust formation, transparency, perceived control, and privacy-reconfiguring advertising ecosystems. Drawing on interdisciplinary evidence from marketing, information systems, and digital policy research, the review maps five key domains: the evolution of privacy concerns; multi-theoretic perspectives explaining privacy-related behaviors; stakeholder tensions among consumers, advertisers, and regulators; the effect of privacy perceptions on trust and engagement; and the role of …

How Relevant Is Money Supply? A Cross-Country And Cross-Variable Analysis, Ahmad Alharbi, Moid U. Ahmad

DLSU Business & Economics Review

Extensive discussions have been conducted on traditional and new-age macroeconomic theories in the context of the money supply and its determinants. This article contributes to the literature by analyzing money supply and its interactions with four other macroeconomic variables: GDP, exchange rates, interest rates, and prices. Using annual panel data from 55 countries from 2000 to 2023, the study applies various regression techniques and causal analyses to assess money supply determinants. Most analytical techniques indicated a significant relationship between money supply, national income, and foreign exchange rates.

The Contributors, Marites Tiongco

DLSU Business & Economics Review

No abstract provided.

Hkc06 - Information Versus Attention In Flood Risk Disclosure, Dolores Albarracín, Timothy Hyde

Oberlin College Kasper Economics and Business Working Paper Series

Flood risk disclosure is expanding rapidly in real estate markets, but if disclosures move demand by commanding attention rather than by conveying information, theirwelfare effects are ambiguous. We examine this tension in a discrete choice experiment where 1,498 respondents make hypothetical choices among real Gulf Coast properties under a control condition and four disclosure formats varying in informational content and presentation. Absent disclosure, insurance costs barely influence choices; by contrast, when respondents are shown precise flood insurance estimates, they are willing to pay $3.34 in annualized housing costs to avoid each annual premium dollar. Using a separate beliefs elicitation, we …

Data-Driven Decision-Making Capacity Of State Vr Agencies, Catherine Ipsen, Christopher Clapp, Jordan A. Costello

Employment

Federal agencies are required to use data to support policy and program decisions. This factsheet explores VR capacity to use their data to shape decision-making and develop return on investment (ROI) models.

A Rationale For Social Return On Investment, Catherine Ipsen, Christopher Clapp, Jordan A. Costello

Employment

This fact sheet compares the utility of two different return on investment (ROI) models for assessing the value of VR services. In this fact sheet, the research team compares data from the Virginia VR program to demonstrate differences between the social and taxpayer ROI models and makes a case for using social ROI for assessing VR services.

Estimasi Underground Economy Triwulanan Di Indonesia Pada Tahun 2010–2023, Ghina Anandhia, Hardius Usman

Jurnal Ekonomi dan Pembangunan Indonesia

Underground economics have a significant impact on economy. Underground economy leads to low potential state revenues from the tax sector. This study estimates the quarterly value of the underground economy in Indonesia from 2010 to 2023 using the Error Correction Model (ECM) method. The results show that the average value of the underground economy in Indonesia is IDR138,392.32 billion, equivalent to 5.36 percent of Gross Domestic Product (GDP) and 35.72 percent of tax revenue from 2010 to 2023. GDP and tax burden variables have a positive influence on currency demand.

Labor Market Outcomes Realized By Senior High School Graduates: A Research Note, Francine Ysabel D. Gañgan, Tereso S. Tullao, Jr.

DLSU Business & Economics Review

The study evaluates the impact of the K-12 reform on providing employment opportunities to senior high school (SHS) graduates. It employed a novel strategy for causal inference using two rounds of the merged Family Income and Expenditure Survey-Labor Force Survey (FIES-LFS) in 2015 and 2023. High school graduates from FIES-LFS 2015 form the control group, whereas SHS graduates from FIES-LFS 2023 form the treatment group. This design provided a clear demonstration of the causal effect of graduating from SHS on their labor market outcomes. The study performed a two-stage methodology: propensity score matching and adjusted multivariate regression after achieving matching …

Institutions, Innovation, And Structural Transformation: Advancing Business And Economics Research In Emerging Economies, Marites Tiongco

DLSU Business & Economics Review

No abstract provided.

Montana’S Outfitting Industry - 2024 Economic Contribution And Industry-Client Analysis, Carter Bermingham, Kara Grau, Emma Keinath-Lopez

Institute for Tourism and Recreation Research Publications

Montana's outfitting and guiding industry remains a vital economic sector driven primarily by nonresident visitors, generating an estimated $314 million in direct expenditures in 2024 and supporting more than $1.27 billion in total economic output when indirect and induced effects are included. This report, an update to ITRR's 2017 industry analysis, draws on a survey of outfitting businesses alongside ITRR's annual nonresident visitor survey to examine roughly 980,000 clients served by an estimated 1,500 outfitting and guiding entities statewide. While wildlife viewing and sightseeing attracted the largest share of clients, fishing generated the most revenue despite serving a smaller portion …

Meeting & Convention Tourism In Montana, Glenna Hartman, Elena Bigart, Melissa Weddell

Institute for Tourism and Recreation Research Publications

As meeting and convention travel continues its post-pandemic rebound, Montana still lacks a comprehensive picture of this growing sector's reach and impact. This report offers the state's first statewide analysis of meetings and conventions — examining their economic contribution to local communities, the factors that make Montana an attractive destination, the scale and geographic spread of events across the state, and how Montana compares to national industry benchmarks.

The findings paint a promising picture: 75% of meeting planners say they'd recommend Montana, and over half plan to bring events to the state in the next one to three years. Montana's …

Economic Contribution Of 2024/2025 Averaged Nonresident Travel Spending In Montana Travel Regions And Counties, Kara Grau

Institute for Tourism and Recreation Research Publications

Money spent by travelers in Montana has a direct effect on businesses where it is spent, and it ripples throughout the state’s economy from there. Statewide, spending by nonresident visitors (averaged over two years - 2024 and 2025) totaled $5.36 billion. This report details the methods and results of the economic impact analyses for each of Montana’s six travel regions, as well as analyses for counties in which nonresident travelers spent approximately $50 million or more.

Pengaruh Penggunaan Internet Terhadap Pendapatan Wirausaha Pemuda Di Indonesia, Nabella Primasetya, Putu Geniki Lavinia Natih

Jurnal Ekonomi dan Pembangunan Indonesia

An important element in entrepreneurship is being alert to unexploited opportunities. In the context of entrepreneurial development, internet users in Indonesia continue to increase but the percentage of young people using the internet for business remains low. This study analyzes the effect of internet usage on the income of young entrepreneurs in Indonesia using the Ordinary Least Square (OLS) method and Propensity Score Matching (PSM). The results show that internet usage significantly increases the income of youth entrepreneurs. Internet usage for communication contributes positively to their income but usage for promotion, social media and marketplaces does not affect their income.

Conflict-Mediated Group Size Regulation: A Theory Of Supraoptimal And Suboptimal Group Size, Eric Schniter

ESI Working Papers

Observed group sizes rarely match the size that would maximize what each member gets from belonging. We propose a two-part theory in which group size is regulated by two related conflicts: insider-outsider conflict over admission, and within-group conflict as crowding, competition, and social tensions intensify with size. Three strategies are available: admission, exclusion, and fission. The first part shows that even when exclusion is unavailable, fission dynamics alone drive group size away from the optimum in both directions, with the pattern set by how prospective joiners encounter groups and by the geometry of fission. When joiners compare groups across a …

Modeling And Forecasting Intraday Spot Volatility, Adam Clements, Daniel P. A. Preve

Research Collection School Of Economics

We propose a multiple-equation regression-based method for modeling and forecasting intraday spot volatility. In this approach, intraday intervals are treated as individual time series, deviating from the common practice of treating the data as one continuous sample. Our empirical study, which spans more than two decades and encompasses six US blue-chip stocks, employs the recent OK volatility estimator developed by Li, Wang, and Zhang (2024) to expose the dynamics of latent intraday spot volatility over time. We demonstrate that the proposed method effectively captures the intricate dynamics of intraday spot volatility and find strong evidence that it outperforms a competing …

Navigating Unemployment Without Unemployment Insurance: Evidence From Singapore, Kim, Lanjie Wang

Research Collection School Of Economics

This study investigates the short-term impacts of unemployment among older workers (aged 50–62) in Singapore, a setting with-out public unemployment insurance. Using monthly panel data from the Singapore Life Panel, we analyse dynamic effects onmajor life outcomes such as income, spending, health, and subjective wellbeing over 2 years post-unemployment. Our findingsreveal substantial initial earnings losses with incomplete recovery: income remains 50.7% below pre-unemployment levels after24 months. Despite this persistent income gap, total household expenditure declines by 9.8% on average over 2 years (rangingfrom 7% to 16% across months). The implied two-year marginal propensity to consume is about 0.182, smaller than …

How Do Sectoral Shocks Shape Future Gdp?, Paul Ho, Danial Lashkari, Pierre-Daniel Sarte

Research Collection School Of Economics

A production sector’s size, as measured by its Domar weight, captures the contemporaneous aggregate effect of its productivity shocks. Any future aggregate effects, however, depend on that sector’s participation in the investment network. We derive a dynamic generalization of Hulten’s theorem in an environment with intermediate-input and investment networks. This generalization, implied by production efficiency alone, decomposes each sector’s Domar weight into an impact and a propagation component. The relative size of these components then determines how persistent the aggregate effects of sectoral shocks are, but cannot be known absent information on the economy’s production structure. We show in a …

The Effect Of Vaccine Mandates On Disease Spread: Evidence From College Covid-19 Mandates, Riley K. Acton, Wenjia Cao, Emily E. Cook, Scott A. Imberman, Michael F. Lovenheim

Research Collection School Of Economics

Nearly 700 4-year U.S. colleges mandated students receive COVID-19 vaccinations in fall 2021. Using data on college policies and county health, we estimate how mandates affect surrounding communities. Event studies from August to November 2021 show that mandates covering all colleges in a county reduced COVID-19 deaths by 5.6 per 100,000 persons, a 4.6% reduction in the U.S. total during this period. Mandates reduced COVID cases by 504 and ICU admissions by 16.2 per 100,000, though we see no statistically significant impact on hospitalizations. Impacts are larger in counties with larger college populations and low estimated ex-ante student vaccination rates.

The Unintended Consequences Of International Student Shortage: Evidence From South Korea, Chung-Yoon Choi, Syngjoo Choi, Seonghoon Kim, Jongkwan Lee

Research Collection School Of Economics

We study the role of international students in the higher education sector and the local economy by exploiting a policy reform in South Korea that restricted the admission of foreign students to local universities. By comparing the pre- and post-reform differences across universities with different pre-reform shares of international student enrollment, we show that an international student shortage resulting from this policy reform significantly worsened the financial outcomes of universities and consequently led to reduced investment in their students. We also document that a reduction in the number of international students in local areas decreased native employment, mainly in low-skilled …

Locally Robust Implementation Of Efficient Bilateral Trade With Correlated Beliefs, Takashi Kunimoto, Cuiling Zhang

Research Collection School Of Economics

We identify the ex ante welfare (EAW) condition as a necessary requirement to implement ex post efficient bilateral trade in any finite type space with interdependent values and correlated beliefs. As these finite settings become finer to approximate a continuous type space, we derive a limit EAW condition by taking the EAW condition in finite settings to its limit. We show that this limit condition trivially holds in the benchmark continuous setting admitting a full-support density function. We then insist on locally robust implementation by requiring efficient trade to be implemented uniformly across all finite type spaces that approximate the …

Occupation Ladders Over The Business Cycle, Ismail Baydur, Toshihiko Mukoyama

Research Collection School Of Economics

This paper studies occupational mobility over the business cycle. We divide occupations into two broad groups, “attractive” and “nonattractive”, where we label an occupation attractive if the total net inflow into this occupation through job-to-job transition is positive. We measure total net inflows into both occupation groups. We measure these inflows separately for job-to-job transitions and transitions from unemployment to employment. We find that the net inflow from nonattractive to attractive occupations through job-to-job transitions slows during recessions. The net inflow through transitions from unemployment has a similar cyclicality. This finding suggests a novel cost of recession: during recessions, workers …

Multidimensional Screening For Quality With An Application To Health Insurance, Hector Chade, Victoria Marone, Amanda Starc, Jeroen Swinkels

Cowles Foundation Discussion Papers

We analyze a multidimensional screening model in which a principal offers a menu of quality-price pairs to a consumer with multiple dimensions of private information and a quasilinear utility function. We derive necessary conditions for optimality, and use them to provide insight into optimal exclusion, positive trade, and screening. We then recast the problem in terms of incremental quality levels and prices, the so-called demand-profile approach (DPA). Under DPA, the problem decouples across increments and can be solved one at a time. We provide novel conditions under which DPA recovers the solution to the full problem exactly or approximately, and …

Close To Home? Five Key Facts About Child Care Customer And Worker Commutes, Gabrielle Pepin, Jonathan Borowsky, Elizabeth E. Davis, Aaron Sojourner

Upjohn Institute Working Papers

Parents often cite location and convenience as important factors in choosing a child care provider. We use data on individual mobility from GPS in cell phones to study commutes to each licensed early childhood care and education (ECE) provider in 14 states separately for center customers, center workers, and customers of home-based child care providers. We document five key facts about ECE customer and worker commutes. One, center customers and workers commute farther than home-based customers to ECE providers. Two, substantial shares of customers and workers commute 10+ miles to their ECE provider. Three, commute distances to ECE providers vary …

Hkc05 - Household Portfolios, Corporate Leverage, And The Supply Side Of Monetary Policy, Charles A.E. Goodhart, M. Udara Peiris, Dimitrios P. Tsomocos, Xuan Wang

Oberlin College Kasper Economics and Business Working Paper Series

Corporate borrowing creates safe claims for some households and concentrates residual risk in equity for others. This portfolio heterogeneity drives a supply-side channel through which corporate leverage conditions monetary transmission. Tightening erodes equity holders’ wealth while safe-asset holders are cushioned; the resulting income effect makes aggregate labor fall more at high leverage, raising the sacrifice ratio. A static model yields a closed-form hump in leverage, with the US range on the rising side, disciplined by Survey of Consumer Finances portfolio shares. A calibrated dynamic model roughly doubles the sacrifice ratio, and US local projections agree in sign, shape, and timing.

Bearcat Advantage: Year Two Evaluation Report, Michelle Miller-Adams, Kyle Huisman, Bridget Timmeney, Kevin Hollenbeck

Reports

No abstract provided.

Expanding The Cognitive Attentional Standards Platform Through Artificial Influence Assessment (Aia): Rationale, Development, And Measurement Design, Delante Clark

Graduate Scholarship and Creative Works

Artificial intelligence is increasingly shaping how individuals access information, make decisions, and interact with digital environments. The Cognitive Attentional Standards Platform (C.A.S.) was developed to assess attention related harms, cognitive safety, digital autonomy, and platform influence across digital systems (Clark, 2026). However, the growth of generative AI, conversational agents, and algorithmic decision support technologies has introduced new forms of influence that may not be fully captured by existing assessment domains. This paper proposes the Artificial Influence Assessment (AIA) as an expansion of the C.A.S. framework designed to measure AI mediated influence on cognition, behavior, autonomy, and information processing. Drawing on …

Governing Algorithmic Attention: Attention Safeguard Models And The Cognitive Attentional Standard As System Level Interventions In Human Computer Interaction, Behavioral Economics, And Artificial Intelligence, Delante Clark

Graduate Scholarship and Creative Works

Algorithmic recommendation systems and interface designs shape attention by combining visually salient cues with uncertain reward timing and low friction interaction. These conditions can sustain anticipatory checking, extend time on task, and reduce natural disengagement points through patterns such as infinite scrolling and autoplay. This paper synthesizes research across neuroscience, human computer interaction, behavioral economics, and artificial intelligence to argue that attention capture is a predictable outcome of incentive driven design rather than an individual failure of self regulation. It advances the Attention Safeguard Models and the Cognitive Attentional Standard as system level interventions that regulate exposure conditions, pacing, and …

Neural Networks In Economics: A Selective Review, Xiaohong Chen, Luis Hoderlein, Jonas Lieber

Cowles Foundation Discussion Papers

The "deep learning revolution" has led to remarkable success of neural networks in applications across a wide range of fields, such as computer vision, speech recognition, natural language processing, code generation, protein structure prediction, image and video generation, and dynamic control. This review introduces neural networks to economists. Recent advances and challenges in approximation theory, neural network architecture, computation, econometric theory and practice are presented. Finally, we survey the rapidly evolving applications of modern neural networks and Large Language Models in economic research.

Value-Chain Factors Influencing Production Volume And Gross Margin: Evidence From A Thai Dairy Processing Firm, Jiranij Jareonsawat, Aqeel Raza, Kittisak Ajariyakhajorn, Davids Makararpong, Henk Hogeveen, Chainarong Paoin, Nampueng Mesprasat, Chaidate Inchaisri

The Thai Journal of Veterinary Medicine

The dairy industry is vital for food security and economic stability, particularly in developing markets such as Thailand. Understanding factors related to production volume and gross margin in dairy processing firms can help inform performance and profitability considerations. Based on Porter’s value chain framework and a perception-based survey approach, this study used document reviews, in-depth interviews with 14 key informants, and an employee perception survey (n = 21) covering 74 relevant factors. Results indicated significant differences across ten activity categories for both production volume (Χ2 = 53.59, df = 9, P < 0.001) and gross margin (Χ2 = 26.89, df = 9, P < 0.001). For production volume, research and development (3.96 ± 0.66), human resources management (3.93 ± 0.63), and external factors (3.82 ± 0.82) had the highest mean perceived importance scores. For gross margin, external factors recorded the highest mean score (3.96 ± 0.81). At the factor level, the Thai government-regulated raw milk price was classified as the most important factor associated with production volume, while fuel prices were the most important factor related to gross margin. Both factors had the highest proportion of “High” and “Very High” responses (90.5%). These findings highlight the importance of aligning internal activities with external conditions within an institutional and policy context. This study provides insights into how institutional and policy constraints shape the way firm-level activities and external conditions are perceived and prioritized, and how these perceptions relate to performance in dairy processing firms in Thailand.

Accounting And Economic System Classification: An Adverse Effect Of The Misconceptualization Of Capital, Henry Zeno Chalu

Business Management Review

This paper discusses the influence of accounting on economic system classification. Particularly, it traces how a misconception of the accounting term ‘capital’ led to a misleading characterization of capitalism and socialism as inherently oppositional economic systems. This misunderstanding stems from neglect of the two complementary modes of thought on which accounting as a science rests: reasoning, which is the conceptual, idealistic dimension, and proving, which is the technical, physicalist dimension. Both modes are integral to the construction of most of the accounting terms used in economics. If an accounting conceptualization had been followed, capitalism and socialism would not …