000 01925cam a2200229 i 4500
020 _a9780190258740 (paperback)
082 0 0 _a330.01/5195
100 1 _aLee, Myoung-jae,
245 1 0 _aMatching, regression discontinuity, difference in differences, and beyond /
300 _axviii, 257 pages ;
505 8 _aMachine generated contents note: -- Chapter 1: Basics of Treatment Effect Analysis -- Chapter 2: Matching -- Chapter 3: Non-Matching and Sample Selection -- Chapter 4: Regression Discontinuity (RD) -- Chapter 5: Difference in Differences (DD) -- Chapter 6: Triple Difference (TD) and Beyond -- Appendix -- Online GAUSS Programs (PS for Propensity Score) -- References.
520 _a" This book reviews the three most popular methods (and their extensions) in applied economics and other social sciences: matching, regression discontinuity, and difference in differences. The book introduces the underlying econometric/statistical ideas, shows what is identified and how the identified parameters are estimated, and then illustrates how they are applied with real empirical examples. The book emphasizes how to implement the three methods with data: many data and programs are provided in the online appendix. All readers---theoretical econometricians/statisticians, applied economists/social-scientists and researchers/students---will find something useful in the book from different perspectives. "--
520 _a"A review of the three most popular methods (and their extensions) in applied economics and other social sciences: matching, regression discontinuity, and difference in differences"--
650 0 _aEconometrics.
650 0 _aStatistical matching.
650 0 _aRegression analysis.
650 0 _aEconomics
650 7 _aBUSINESS & ECONOMICS / Econometrics.
650 7 _aBUSINESS & ECONOMICS / Statistics.
650 7 _aMATHEMATICS / Probability & Statistics / General.
942 _cBK
999 _c2571
_d2571