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• 2025

  Linear Probability Model Revisited: Why It Works and How It Should Be Specified

  Lee, M. J., Lee, G. & Choi, J. Y., Feb 2025, In: Sociological Methods and Research. 54, 1, p. 173-186 14 p.

  Research output: Journal Publication › Article › peer-review

  • Linear Probability Model 100%
  • Causality Analysis 100%
  • Propensity Score 100%
  • Ordinary Least Squares Estimator 75%
  • Popular 25%
  1 Citation (Scopus)
• 2024

  Direct, indirect, and interaction effects based on principal stratification with a binary mediator

  Lee, M. J., 1 Jan 2024, In: Journal of Causal Inference. 12, 1, 20230025.

  Research output: Journal Publication › Article › peer-review

  Open Access

  • Binary Mediator 100%
  • Three-way Decomposition 100%
  • Principal Stratification 100%
  • Direct-indirect Effects 100%
  • Indirect Effect 100%

• Instrument-residual estimator for multi-valued instruments under full monotonicity

  Kim, B. & Lee, M. J., Oct 2024, In: Statistics and Probability Letters. 213, 110187.

  Research output: Journal Publication › Article › peer-review

  • Simulation Study 100%
  • Linear Models 100%
  • Weighted Average 100%
  • Covariate 100%
  • Residuals 100%

• Ordinary least squares and instrumental-variables estimators for any outcome and heterogeneity

  Lee, M. J. & Han, C., Mar 2024, In: Stata Journal. 24, 1, p. 72-92 21 p.

  Research output: Journal Publication › Article › peer-review

  • Instrumental Variables 100%
  • Performance Residual 50%
  • Restrictive Conditions 33%
  • Non-continuous 33%
  • Causality Analysis 33%
  2 Citations (Scopus)
• 2023

  Complier and monotonicity for Fuzzy Multi-score Regression Discontinuity with partial effects

  Choi, J. Y. & Lee, M. J., Jul 2023, In: Economics Letters. 228, 111169.

  Research output: Journal Publication › Article › peer-review

  • Regression Discontinuity 100%
  • Compliers 100%
  • Partial Effects 100%
  • Fuzzy Regression Discontinuity 33%
  • Monotonicity Condition 33%

• Endogenous treatment effect for any response conditional on control propensity score

  Choi, J. Y., Lee, G. & Lee, M. J., May 2023, In: Statistics and Probability Letters. 196, 109747.

  Research output: Journal Publication › Article › peer-review

  • Propensity Score 100%
  • Endogenous Treatment 100%
  • Causality Analysis 100%
  • Treatment Effect 100%
  • Heterogeneous Treatment Effects 50%
  2 Citations (Scopus)

• Minimally capturing heterogeneous complier effect of endogenous treatment for any outcome variable

  Lee, G., Choi, J. Y. & Lee, M. J., 1 Jan 2023, In: Journal of Causal Inference. 11, 1, 20220036.

  Research output: Journal Publication › Article › peer-review

  Open Access

  • Model Index 100%
  • Instrumental Variables 100%
  • Single-index Model 33%
  • Power Approximation 33%
  1 Citation (Scopus)

• Overlap weight and propensity score residual for heterogeneous effects: A review with extensions

  Choi, J. Y. & Lee, M. J., Jan 2023, In: Journal of Statistical Planning and Inference. 222, p. 22-37 16 p.

  Research output: Journal Publication › Article › peer-review

  • Covariate 100%
  • Residuals 100%
  • Probability Theory 50%
  • Regression Model 50%
  • Central Role 50%
  5 Citations (Scopus)

• Quasi-randomization by survey date for policy analysis

  Kim, K. & Lee, M. J., 1 Apr 2023, In: Oxford Economic Papers. 75, 2, p. 507-525 19 p.

  Research output: Journal Publication › Article › peer-review

  • Panel Study 100%
  • Difference-In-Differences 100%
  • Quasi-randomization 100%
  • Weaker Assumption 100%
  • Policy Analysis 100%

• Regression Discontinuity for Binary Response and Local Maximum Likelihood Estimator to Extrapolate Treatment

  Lee, G. & Lee, M. J., Apr 2023, In: Evaluation Review. 47, 2, p. 182-208 27 p.

  Research output: Journal Publication › Article › peer-review

  • Local Maximum Likelihood 100%
  • Local Linear Regression 100%
  • Linear Regression Estimator 100%
  • Treatment Dose 25%
  • On Religion 25%
  1 Citation (Scopus)

• Regression Discontinuity with Integer Score and Non-Integer Cutoff

  Lee, M. J., Shim, H. C. & Park, S. S., 2023, In: Korean Economic Review. 39, 1, p. 73-101 29 p.

  Research output: Journal Publication › Article › peer-review

  • Step Estimator 100%
  • Bootstrap Inference 33%
  • Symmetry Condition 33%
  • Middle Value 16%
  • Measurement Error 16%

• Score manipulation, density continuity and intent-to-treat effect for regression discontinuity

  Choi, J. Y. & Lee, M. J., Oct 2023, In: Pacific Economic Review. 28, 4, p. 552-569 18 p.

  Research output: Journal Publication › Article › peer-review

  • Intent-to-treat 100%
  • Intention 100%
  • Continuity Test 14%
  • Incumbency Effects 14%
  1 Citation (Scopus)
• 2022

  Finding mover–stayer quantile difference due to unobservables using quantile selection corrections

  Lee, M. J. & Choi, J. Y., Jul 2022, In: Bulletin of Economic Research. 74, 3, p. 704-721 18 p.

  Research output: Journal Publication › Article › peer-review

  • Quantile Difference 100%
  • (Formula presented.)-Equation 14%

• Review and comparison of treatment effect estimators using propensity and prognostic scores

  Lee, M. J. & Lee, S., 1 Nov 2022, In: International Journal of Biostatistics. 18, 2, p. 357-380 24 p.

  Research output: Journal Publication › Review article › peer-review

  • Treatment Effect Estimators 100%
  • Treatment Comparison 100%
  • Causality Analysis 100%
  • Inverse Probability Weighting 75%
  • Matching Probability 75%
  4 Citations (Scopus)
• 2021

  Basics and recent advances in regression discontinuity: Difference versus regression forms^*

  Choi, J. Y. & Lee, M. J., Sept 2021, In: Journal of Economic Theory and Econometrics. 32, 3, p. 1-68 68 p.

  Research output: Journal Publication › Article › peer-review

  • Applicability 100%
  • Review Paper 100%
  • Measurement Error 100%
  • Regression Kink 11%
  • Identification Range 11%
  7 Citations (Scopus)

• Instrument residual estimator for any response variable with endogenous binary treatment

  Lee, M. J., Jul 2021, In: Journal of the Royal Statistical Society. Series B: Statistical Methodology. 83, 3, p. 612-635 24 p.

  Research output: Journal Publication › Article › peer-review

  • Response Variable 100%
  • Residual Estimator 100%
  • Binary Treatment 100%
  • Residuals 100%
  • Simulation Study 25%
  9 Citations (Scopus)
• 2020

  A simple makeover can increase bus ridership: The story of Tayo bus

  Hwang, H. & Lee, M. J., Oct 2020, In: Transport Policy. 97, p. 103-112 10 p.

  Research output: Journal Publication › Article › peer-review

  • Bus Ridership 100%
  • Seoul 100%
  • Difference-In-Differences 100%
  • Expenditure 100%
  • Bus 100%
  1 Citation (Scopus)

• Diabetes mellitus increases mortality in acute pyelonephritis patients: a population study based on the National Health Insurance Claim Data of South Korea for 2010–2014

  Kim, B., Myung, R., Kim, G. H., Lee, M. J., Kim, J. & Pai, H., 1 Jun 2020, In: Infection. 48, 3, p. 435-443 9 p.

  Research output: Journal Publication › Article › peer-review

  • Population Study 100%
  • Diabetes Mellitus 100%
  • Acute Pyelonephritis 100%
  • Median Age 100%
  • Insurance Claim 100%
  2 Citations (Scopus)

• Finding correct elasticities in log-linear and exponential models allowing heteroskedasticity

  Lee, M. J., 1 Jun 2020, In: Studies in Nonlinear Dynamics and Econometrics. 25, 3, p. 81-91 11 p.

  Research output: Journal Publication › Article › peer-review

  • Log-linear Model 100%
  • Regression Function 25%
  • Expenditure Elasticity 25%
  2 Citations (Scopus)

• Review on difference in differences

  Lee, M. J. & Sawada, Y., 2020, In: Korean Economic Review. 36, 1, p. 135-173 39 p.

  Research output: Journal Publication › Article › peer-review

  • Difference-In-Differences 100%
  • Constant Time 25%
  • Panel Study 12%
  • Fuzzy Difference 12%
  • Treatment Timing 12%
  13 Citations (Scopus)

• Ten-year trends in antibiotic usage at a tertiary care hospital in Korea, 2004 to 2013

  Kim, B., Hwang, H., Kim, J., Lee, M. J. & Pai, H., May 2020, In: Korean Journal of Internal Medicine. 35, 3, p. 703-713 11 p.

  Research output: Journal Publication › Article › peer-review

  Open Access

  • Broad-Spectrum Antibiotic 100%
  • Phosphorotrithioic Acid Tributyl Ester 64%
  • Prescription Data 37%
  • Glycopeptides 37%
  • Antibiotic Class 37%
  14 Citations (Scopus)

• Trend of Antibiotic Usage for Hospitalized Community-acquired Pneumonia Cases in Korea Based on the 2010–2015 National Health Insurance Data

  Kim, B., Myung, R., Lee, M. J., Kim, J. & Pai, H., Dec 2020, In: Journal of Korean Medical Science. 35, 47, e390.

  Research output: Journal Publication › Article › peer-review

  Open Access

  • Community Acquired Pneumonia 100%
  • Antibiotics 100%
  • Defined Daily Dose 100%
  • Cephalosporin 50%
  • Antibiotic Agent 42%
  9 Citations (Scopus)
• 2019

  Difference in differences in reverse

  Kim, K. & Lee, M. J., 15 Sept 2019, In: Empirical Economics. 57, 3, p. 705-725 21 p.

  Research output: Journal Publication › Article › peer-review

  • Difference-In-Differences 100%
  • Difference in Differences 100%
  • Period Effect 33%
  • Large Firm 28%
  • Limit Laws 16%
  16 Citations (Scopus)

• Double robustness without weighting

  Lee, M. J. & Lee, S., Mar 2019, In: Statistics and Probability Letters. 146, p. 175-180 6 p.

  Research output: Journal Publication › Article › peer-review

  • Prognostic Score 100%
  • Double Robustness 100%
  3 Citations (Scopus)

• Higher Risk of Suicide on Milestone Birthdays: Evidence from Japan

  Matsubayashi, T., Lee, M. J. & Ueda, M., 1 Dec 2019, In: Scientific Reports. 9, 1, 16642.

  Research output: Journal Publication › Article › peer-review

  Open Access

  • Suicide Risk 100%
  • Poisson Regression 100%
  • Poisson Regression Analysis 7%
  • Underachievement 7%
  • Retirement Age 7%
  2 Citations (Scopus)

• Practical causal analysis for the treatment timing effect on doubly censored duration: effect of fertility on work span

  Angelov, N., Johansson, P. & Lee, M. J., 1 Oct 2019, In: Journal of the Royal Statistical Society. Series A: Statistics in Society. 182, 4, p. 1561-1585 25 p.

  Research output: Journal Publication › Article › peer-review

  • Time Effect 100%
  • Duration of Effect 100%
  • Causal Analysis 100%
  • Treatment Timing 100%
  • Work Duration 100%
  2 Citations (Scopus)

• Trend of antibiotics usage for acute pyelonephritis in Korea based on national health insurance data 2010-2014

  Kim, B., Myung, R., Lee, M. J., Kim, J. & Pai, H., 25 Jun 2019, In: BMC Infectious Diseases. 19, 1, 554.

  Research output: Journal Publication › Review article › peer-review

  Open Access

  • National Health Insurance Data 100%
  • Defined Daily Dose 75%
  • Parenteral Antibiotics 25%
  • Prescribing Practices 25%
  • Carbapenem Use 25%
  15 Citations (Scopus)

• Twins are more different than commonly believed, but made less different by compensating behaviors

  Choi, J. Y. & Lee, M. J., Dec 2019, In: Economics and Human Biology. 35, p. 18-31 14 p.

  Research output: Journal Publication › Article › peer-review

  • Compensating Behavior 100%
  • Twin Study 100%
  • Survival Duration 100%
  • Twin Differences 100%
  • Environmental Exposure 100%
  2 Citations (Scopus)

• Verifying reference-dependent utility and loss aversion with Fukushima nuclear-disaster natural experiment

  Iwasaki, K., Lee, M. J. & Sawada, Y., Jun 2019, In: Journal of the Japanese and International Economies. 52, p. 78-89 12 p.

  Research output: Journal Publication › Article › peer-review

  • Reference Point 100%
  • Endowment Effect 100%
  • Prospect Theory 100%
  • Function Value 66%
  • Value Function 66%
  2 Citations (Scopus)
• 2018

  A few antibiotics can represent the total hospital antibiotic consumption

  Kim, B., Hwang, H., Kim, J., Lee, M. J. & Pai, H., 31 May 2018, In: BMC Infectious Diseases. 18, 1, 247.

  Research output: Journal Publication › Article › peer-review

  Open Access

  • Antibiotic Agent 100%
  • Antibiotics 100%
  • Quinolone Derivative 25%
  • Aminoglycosides 23%
  • Cephalosporin Derivative 8%
  5 Citations (Scopus)

• Descriptive epidemiology of acute pyelonephritis in Korea, 2010-2014: Population-based study

  Kim, B., Myung, R., Kim, J., Lee, M. J. & Pai, H., 1 Dec 2018, In: Journal of Korean Medical Science. 33, 49, e310.

  Research output: Journal Publication › Article › peer-review

  Open Access

  • Acute Pyelonephritis 100%
  • Interstitial Nephritis 28%
  • Urinary System 14%
  • Bacterial Infection 14%
  • Recurrence Probability 14%
  16 Citations (Scopus)

• Minimum distance estimator for sharp regression discontinuity with multiple running variables

  Choi, J. Y. & Lee, M. J., Jan 2018, In: Economics Letters. 162, p. 10-14 5 p.

  Research output: Journal Publication › Article › peer-review

  • Partial Effects 100%
  • Sharp Regression Discontinuity 100%
  • Multiple Running Variables 100%
  • Partial Effect 100%
  • Single Score 33%
  4 Citations (Scopus)

• Regression Discontinuity with Multiple Running Variables Allowing Partial Effects

  Choi, J. Y. & Lee, M. J., 1 Jul 2018, In: Political Analysis. 26, 3, p. 258-274 17 p.

  Research output: Journal Publication › Article › peer-review

  Open Access

  • Regression Discontinuity 100%
  • Partial Effects 100%
  • Multiple Running Variables 100%
  • Partial Effect 100%
  • Difference-In-Differences 100%
  11 Citations (Scopus)

• Relaxing conditions for local average treatment effect in fuzzy regression discontinuity

  Choi, J. Y. & Lee, M. J., Dec 2018, In: Economics Letters. 173, p. 47-50 4 p.

  Research output: Journal Publication › Article › peer-review

  • Fuzzy Regression Discontinuity 100%
  • Local Average Treatment Effect 100%
  • Causality Analysis 100%
  • Treatment Effect 25%
  • Response Variable 25%
  7 Citations (Scopus)

• Simple least squares estimator for treatment effects using propensity score residuals

  Lee, M. J., 1 Mar 2018, In: Biometrika. 105, 1, p. 149-164 16 p.

  Research output: Journal Publication › Article › peer-review

  • Distributed Response 100%
  • Score Function 100%
  • Doubly Robust Estimator 100%
  • Arbitrary Decisions 100%
  • Robust Estimator 100%
  23 Citations (Scopus)

• THE EFFECTS OF EDUCATION ON FERTILITY: EVIDENCE FROM TAIWAN

  Kan, K. & Lee, M. J., Jan 2018, In: Economic Inquiry. 56, 1, p. 343-357 15 p.

  Research output: Journal Publication › Article › peer-review

  • Women's Education 100%
  • Regression Discontinuity Design 100%
  • Change Law 66%
  • Compulsory Schooling Laws 33%
  • Continuous Regression 33%
  16 Citations (Scopus)
• 2017

  Control Function Approach for Partly Ordered Endogenous Treatments: Military Rank Premium in Wage

  Ju, Y. M. & Lee, M. J., Dec 2017, In: Oxford Bulletin of Economics and Statistics. 79, 6, p. 1176-1194 19 p.

  Research output: Journal Publication › Article › peer-review

  • Military Rank 100%
  • Causality Analysis 100%
  • Veteran Status 33%
  • Status Control 33%
  • Wisconsin Longitudinal Study 33%
  2 Citations (Scopus)

• Extensive and intensive margin effects in sample selection models: racial effects on wages

  Lee, M. J., Jun 2017, In: Journal of the Royal Statistical Society. Series A: Statistics in Society. 180, 3, p. 817-839 23 p.

  Research output: Journal Publication › Article › peer-review

  • Censored Model 100%
  • Parameter Interpretation 20%
  • Participation Decision 20%
  • Model Approximation 20%
  • Causal Parameters 20%
  8 Citations (Scopus)

• Ordinal response generalized difference in differences with varying categories: The health effect of a disability program in Korea

  Kim, Y. S. & Lee, M. J., Sept 2017, In: Health Economics (United Kingdom). 26, 9, p. 1123-1131 9 p.

  Research output: Journal Publication › Article › peer-review

  • Ordinal Response 100%
  • Number of Response Categories 33%
  • Assistance Programs 33%
  • Repeated Cross-section Survey 33%
  1 Citation (Scopus)

• Regression discontinuity: review with extensions

  Choi, J. Y. & Lee, M. J., 1 Dec 2017, In: Statistical Papers. 58, 4, p. 1217-1246 30 p.

  Research output: Journal Publication › Article › peer-review

  • Regression Discontinuity 100%
  • Causality Analysis 100%
  • Popular 28%
  • Institutional Context 14%
  • Treatment Effect 14%
  23 Citations (Scopus)

• Regression Discontinuity with Errors in the Running Variable: Effect on Truthful Margin

  Lee, M. J., 2017, In: Journal of Econometric Methods. 6, 1, 20150017.

  Research output: Journal Publication › Article › peer-review

  • Regression Discontinuity 100%
  • Variable Effect 100%
  • Selection Problem 40%
  • Small Break 20%
  • Variable G 20%
  5 Citations (Scopus)
• 2016

  Generalized Difference in Differences With Panel Data and Least Squares Estimator

  Lee, M. J., 1 Feb 2016, In: Sociological Methods and Research. 45, 1, p. 134-157 24 p.

  Research output: Journal Publication › Article › peer-review

  • Least Square 100%
  • Square Estimator 100%
  • Pretreatment 100%
  • Panel Study 100%
  • Difference-In-Differences 100%
  18 Citations (Scopus)

• Regression-Kink Approach for Wage Effect on Male Work Hours

  Kim, Y. S. & Lee, M. J., 1 Jun 2016, In: Oxford Bulletin of Economics and Statistics. 78, 3, p. 424-442 19 p.

  Research output: Journal Publication › Article › peer-review

  • Income Tax Rate 100%
  • Wage Tax 100%
  • Labor Supply Elasticity 12%
  • Elasticity Estimates 12%
  • Regression Derivative 12%
  4 Citations (Scopus)
• 2015

  Panel conditional and multinomial logit with time-varying parameters

  Lee, M. J., 1 Jun 2015, In: Studies in Nonlinear Dynamics and Econometrics. 19, 3, p. 317-337 21 p.

  Research output: Journal Publication › Article › peer-review

  • Panel Study 100%
  • Static Panel 27%
  • Constant Parameters 18%
  • Turnout Time 9%
  • Serial Correlation 9%

• Trimmed and winsorized semiparametric estimator for left-truncated and right-censored regression models

  Lee, M. J. & Karlsson, M., 1 May 2015, In: Metrika. 78, 4, p. 485-495 11 p.

  Research output: Journal Publication › Article › peer-review

  • Censored Regression Model 100%
  • Truncation 100%
  • Left-truncated 100%
  • Left Truncation 66%
  • Moment Condition 33%
  3 Citations (Scopus)
• 2014

  Difference in differences for stayers with a time-varying qualification: Health expenditure elasticity of the elderly

  Lee, M. J. & Kim, Y. S., Sept 2014, In: Health Economics (United Kingdom). 23, 9, p. 1134-1145 12 p.

  Research output: Journal Publication › Article › peer-review

  • Difference-in-differences 100%
  • Health Expenditure 100%
  • Expenditure Elasticity 100%
  • Stayers 100%
  • Difference in Differences 100%
  3 Citations (Scopus)

• Estimation of Binary Response Models With Endogenous Regressors

  Kang, C. & Lee, M. J., 1 Oct 2014, In: Pacific Economic Review. 19, 4, p. 502-530 29 p.

  Research output: Journal Publication › Article › peer-review

  • Binary Response Model 100%
  • Binary Response 100%
  • Instrumental Variables 100%
  • Structure 100%
  • Discrete Transformation 50%
  2 Citations (Scopus)

• Reference parameters in Blinder-Oaxaca decomposition: Pooled-sample versus intercept-shift approaches

  Lee, M. J., Mar 2014, In: Journal of Economic Inequality. 13, 1, p. 69-82 14 p.

  Research output: Journal Publication › Article › peer-review

  • Nonoxinol 9 100%
  • Discrimination 100%
  • Matrix Weight 25%
  • Paper Point 25%
  9 Citations (Scopus)
• 2013

  Effects of basic elder pension on self-assessed health: Fixed-effect ordered logit with time-varying parameters

  Kim, Y. S., Cheong, T. & Lee, M. J., Sept 2013, In: Journal of Economic Theory and Econometrics. 24, 3, p. 193-205 13 p.

  Research output: Journal Publication › Article › peer-review

  • Elders 100%
  • Pensions 100%
  • Self-assessed Health 100%
  • Varying Parameters 100%
  • Fixed Effects Ordered Logit 100%
• 2012

  Bounding endogenous regressor coefficients using moment inequalities and generalized instruments

  Choi, J. Y. & Lee, M. J., May 2012, In: Statistica Neerlandica. 66, 2, p. 161-182 22 p.

  Research output: Journal Publication › Article › peer-review

  • Moment Inequality 100%
  • Instrumental Variables 100%
  • Two-sided Bounds 25%
  • Quantity-quality Trade-off 25%
  • Tuning Constant 25%
  3 Citations (Scopus)