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Using Causal Forests to Predict Treatment Heterogeneity: An Application to Summer Jobs

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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1073/pnas.1510489113openalex-snapshot
Recursive partitioning for heterogeneous causal effects
inferredcites →https://doi.org/10.1126/science.1257809openalex-snapshot
Summer jobs reduce violence among disadvantaged youth

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Machine Learning for Econometrics
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Dedication
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Authors
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Introduction
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Statistical tools
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Causal inference
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Post-selection inference
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Generalization and methodology
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High dimension and endogeneity
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Going further
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Inference on heterogeneous effects
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Optimal policy learning
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The synthetic control method
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Forecasting in high-dimension
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Working with text data
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Word embeddings
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Modern language models
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Exercises
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End-to-End Cost-Effective Incentive Recommendation under Budget Constraint with Uplift Modeling
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The Effect of Information Disclosure on Industry Payments to Physicians
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Treatment Effect Heterogeneity
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Structural Substitution Rather Than Efficiency Improvement in Thermal Power Sector Achieved by China’s Pilot Carbon Markets
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Acquisitive and Organic Growth in Penrose’s Theory: A Replication and Extension of Lockett, Wiklund, Davidsson, Girma (2011)
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Covariate adjustment in subgroup analyses of randomized clinical trials: A propensity score approach
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Resisting Social Pressure in the Household Using Mobile Money: Experimental Evidence on Microenterprise Investment in Uganda
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Discriminatory Lending: Evidence from Bankers in the Lab
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Human–Robot Interaction: When Investors Adjust the Usage of Robo-Advisors in Peer-to-Peer Lending
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Balancing External vs. Internal Validity: An Application of Causal Forest in Finance
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Antisocial Responses to the “Coal to Gas” Regulation: An Unintended Consequence of a Residential Energy Policy
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Algorithm Supported Induction for Building Theory: How Can We Use Prediction Models to Theorize?
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Estimating returns to special education: combining machine learning and text analysis to address confounding
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Heterogeneity within the Oregon Health Insurance Experiment: An application of causal forests
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Utilising causal inference methods to estimate effects and strategise interventions in observational health data
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Estimating heterogeneous impacts Of subsidised health insurance: A causal machine learning approach
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Bérfüggvények becslése Magyarországon gépi tanuló algoritmusokkal
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Do Workfare Programs Live up to Their Promises? Experimental Evidence from CôTe D'Ivoire
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Targeting in Tax Compliance Interventions: Experimental Evidence from Honduras
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Contemporaneous and Post-Program Impacts of a Public Works Program
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Human Capital Development in Ghana
inferred← citeshttps://doi.org/10.18235/0012854openalex-snapshot
When Emotion Regulation Matters: The Efficacy of Socio-Emotional Learning to Address School-Based Violence in Central America
inferred← citeshttps://doi.org/10.2139/ssrn.4988549openalex-snapshot
When Is Heterogeneity Actionable for Personalization?
inferred← citeshttps://doi.org/10.2139/ssrn.5013225openalex-snapshot
Testing and interpreting the effectiveness of causal machine learning---an economic theory approach
inferred← citeshttps://doi.org/10.2139/ssrn.5093225openalex-snapshot
Text as Treatment from Financial Reports: Effects of Natural Hazard Risk on Firm Profitability Using Causal Machine Learning
inferred← citeshttps://doi.org/10.2139/ssrn.5133995openalex-snapshot
Using Machine Learning to Understand the Heterogeneous Earnings Effects of Exports
inferred← citeshttps://doi.org/10.2139/ssrn.5319913openalex-snapshot
Consumption Stimulus with Digital Coupons
inferred← citeshttps://doi.org/10.2139/ssrn.5364685openalex-snapshot
Reducing Inequality by Correcting Misperceptions: Experimental Evidence on Student Aid Take-Up
inferred← citeshttps://doi.org/10.2139/ssrn.5489325openalex-snapshot
Price Sensitivity and Heterogeneity in Adult Vaccine Take-up: Evidence from an HPV Vaccine Program
inferred← citeshttps://doi.org/10.2139/ssrn.5524421openalex-snapshot
Luck Or Effort: Perceptions of the Role of Circumstances in Education and Demand for Targeted Spending
inferred← citeshttps://doi.org/10.2139/ssrn.5556302openalex-snapshot
From Threat to Opportunity: How Offline Stores Compete Amid Online-to-Offline Disruption
inferred← citeshttps://doi.org/10.2139/ssrn.5848152openalex-snapshot
Consumption Stimulus with Digital Coupons
inferred← citeshttps://doi.org/10.2139/ssrn.6832649openalex-snapshot
Machine Learning Insights on Agroforestry Adoption in Southern Malawi
inferred← citeshttps://doi.org/10.2139/ssrn.6847974openalex-snapshot
The effect of improvements in teachers’ classroom practices on the student’s social and emotional skills: Experimental evidence from Brazil
inferred← citeshttps://doi.org/10.3102/01623737211047256openalex-snapshot
Developing School Leaders: Findings From a Randomized Control Trial Study of the Executive Development Program and Paired Coaching
inferred← citeshttps://doi.org/10.31235/osf.io/tgvybopenalex-snapshot
Reducing Sexual-Orientation Discrimination: Experimental Evidence from Basic Information Treatments
inferred← citeshttps://doi.org/10.31235/osf.io/x68hjopenalex-snapshot
Uncovering Sociological Effect Heterogeneity Using Machine Learning
inferred← citeshttps://doi.org/10.3368/le.100.2.060622-0043r1openalex-snapshot
How Differently Do Farms Respond to Agri-environmental Policies? A Probabilistic Machine-Learning Approach
inferred← citeshttps://doi.org/10.3386/w20387openalex-snapshot
Selection into Credit Markets: Evidence from Agriculture in Mali
inferred← citeshttps://doi.org/10.3386/w22628openalex-snapshot
Heterogeneous Impact Dynamics of a Rural Business Development Program in Nicaragua
inferred← citeshttps://doi.org/10.3386/w23443openalex-snapshot
Rethinking the Benefits of Youth Employment Programs: The Heterogeneous Effects of Summer Jobs
inferred← citeshttps://doi.org/10.3386/w28664openalex-snapshot
Do Workfare Programs Live Up to Their Promises? Experimental Evidence from Cote D’Ivoire
inferred← citeshttps://doi.org/10.3386/w29459openalex-snapshot
Some Children Left Behind: Variation in the Effects of an Educational Intervention
inferred← citeshttps://doi.org/10.3389/fmicb.2026.1705116openalex-snapshot
STROBE-causal machine learning for the human microbiome: systematic review on methodological innovations and validation frameworks
inferred← citeshttps://doi.org/10.3389/fpubh.2025.1683761openalex-snapshot
The impact of fine particulate pollution (PM2.5) on hospitalization costs in China
inferred← citeshttps://doi.org/10.3390/econometrics7040049openalex-snapshot
Causal Random Forests Model Using Instrumental Variable Quantile Regression
inferred← citeshttps://doi.org/10.3390/econometrics9020015openalex-snapshot
Debiased/Double Machine Learning for Instrumental Variable Quantile Regressions
inferred← citeshttps://doi.org/10.3390/f16111626openalex-snapshot
Insights into Forest Composition Effects on Wildland–Urban Interface Wildfire Suppression Expenditures in British Columbia
inferred← citeshttps://doi.org/10.3390/su17146434openalex-snapshot
Does the Development of Digital Finance Enhance Urban Energy Resilience? Evidence from Machine Learning
inferred← citeshttps://doi.org/10.33915/etd.7767openalex-snapshot
Three Essays on Health Economics and Policy Evaluation
inferred← citeshttps://doi.org/10.36837/chapman.000647openalex-snapshot
From Seasonality to Causality: Understanding Urban Water Usage Using Statistical and Machine Learning Models
inferred← citeshttps://doi.org/10.3982/ecta17458openalex-snapshot
Goals and Gaps: Educational Careers of Immigrant Children
inferred← citeshttps://doi.org/10.48550/arxiv.1906.01552openalex-snapshot
Assessing Disparate Impacts of Personalized Interventions: Identifiability and Bounds
inferred← citeshttps://doi.org/10.48550/arxiv.1909.12592openalex-snapshot
Debiased/Double Machine Learning for Instrumental Variable Quantile Regressions
inferred← citeshttps://doi.org/10.48550/arxiv.2101.01407openalex-snapshot
To do or not to do: cost-sensitive causal decision-making
inferred← citeshttps://doi.org/10.48550/arxiv.2102.02285openalex-snapshot
Covariate adjustment in subgroup analyses of randomized clinical trials: A propensity score approach
inferred← citeshttps://doi.org/10.48550/arxiv.2106.10141openalex-snapshot
Active labour market policies for the long-term unemployed: New evidence from causal machine learning
inferred← citeshttps://doi.org/10.48550/arxiv.2107.13346openalex-snapshot
Doing Great at Estimating CATE? On the Neglected Assumptions in Benchmark Comparisons of Treatment Effect Estimators
inferred← citeshttps://doi.org/10.5089/9781513573656.001openalex-snapshot
Determinants of and Prospects for Market Access in Frontier Economies
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