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国际上关注度和使用率最高的计量方法排行榜新鲜出炉!

计量经济圈 计量经济圈 2023-10-21

凡是搞计量经济的,都关注这个号了

箱:econometrics666@126.com

所有计量经济圈方法论丛的do文件, 微观数据库和各种软件都放在社群里.欢迎到计量经济圈社群交流访问.

不管你是否使用Stata做经济学实证研究,但关于某个计量方法的热度和趋势,你都不得不保持高度关注。在过去1-2年,政策评估计量方法本就得到广泛使用,再加上去年三位因果推断经济学家的普及和推广,系列政策评估程序下载量增长迅速。
以下是我们整理的过去3个月,Stata里下载量最多的前100个计量方法程序list。
从下方使用频率最广的榜单可以略知一二, DID_MULTIPLEGT,EVENTSTUDY2, EVENTDD, CSDID, BACONDECOMP, SDID, EVENT_PLOT, DID_IMPUTATION,COEFPLOT,Synth等最新的DID和事件研究法程序都处于前列(例如,DID前沿: 5种方法估计事件研究的因果效应, 并使用绘制系数和置信区间, 详细代码和数据)。在实证研究中,内生性处理问题也是学者们重点关注领域,这也可以从下方使用频率排名看出,Xtabond,PSMATCH2,Xtivreg2,Ivreg2都位于这个榜单的前列。
延伸阅读:Stata数据管理,绘图,检验,实证方法操作,结果输出的187篇文章!
计量经济圈公众号搜索功能及操作流程演示(自行搜索相关程序用法)

热度

 Stata程序

1

 HP-Filter Excel Add-In

 Kurt Annen

2

 OUTREG2: Stata module to arrange regression outputs into an illustrative table

 Roy Wada

3

 DID_MULTIPLEGT: Stata module to estimate sharp Difference-in-Difference designs with multiple groups and periods

 Clément de Chaisemartin, Xavier D'Haultfoeuille and Yannick Guyonvarch

4

 PSMATCH2: Stata module to perform full Mahalanobis and propensity score matching, common support graphing, and covariate imbalance testing

 Edwin Leuven and Barbara Sianesi

5

 PSACALC: Stata module to calculate treatment effects and relative degree of selection under proportional selection of observables and unobservables

 Emily Oster

6

 XTIVREG2: Stata module to perform extended IV/2SLS, GMM and AC/HAC, LIML and k-class regression for panel data models

 Mark Schaffer

7

 PPML: Stata module to perform Poisson pseudo-maximum likelihood estimation

 João Santos Silva and Silvana Tenreyro

8

 EVENTSTUDY2: Stata module to perform event studies with complex test statistics

 Thomas Kaspereit

9

 EVENTDD: Stata module to panel event study models and generate event study plots

 Damian Clarke and Kathya Tapia Schythe

10

 XTCOINTREG: Stata module for panel data generalization of cointegration regression using fully modified ordinary least squares, dynamic ordinary least squares, and canonical correlation regression methods

 Ravshanbek Khodzhimatov

11

 CSDID: Stata module for the estimation of Difference-in-Difference models with multiple time periods

 Fernando Rios-Avila, Pedro Sant'Anna and Brantly Callaway

12

 BACONDECOMP: Stata module to perform a Bacon decomposition of difference-in-differences estimation

 Andrew Goodman-Bacon, Thomas Goldring and Austin Nichols

13

 LOGOUT: Stata module to convert log or ASCII files into various output formats

 Roy Wada

14

 SYNTH: Stata module to implement Synthetic Control Methods for Comparative Case Studies

 Alberto Abadie, Alexis Diamond and Jens Hainmueller

15

 ESTOUT: Stata module to make regression tables

 Ben Jann

16

 SDID: Stata module to perform synthetic difference-in-differences estimation, inference, and visualization

 Daniel Pailañir and Damian Clarke

17

 IVREG2: Stata module for extended instrumental variables/2SLS and GMM estimation

 Christopher Baum, Mark Schaffer and Steven Stillman

18

 XTABOND2: Stata module to extend xtabond dynamic panel data estimator

 David Roodman

19

 ASDOC: Stata module to create high-quality tables in MS Word from Stata output

 Attaullah Shah

20

 BALANCETABLE: Stata module to build a balance table and print it in a LaTeX file or an Excel file

 Mattia Chiapello

21

 XTTEST3: Stata module to compute Modified Wald statistic for groupwise heteroskedasticity

 Christopher Baum

21

 XTQREG: Stata module to compute quantile regression with fixed effects

 José António Machado and João Santos Silva

23

 REPEST: Stata module to run estimations with weighted replicate samples and plausible values

 Francesco Avvisati and François Keslair

24

 XTCDF: Stata module to perform Pesaran's CD-test for cross-sectional dependence in panel context

 Jesse Wursten

24

 EVENT_PLOT: Stata module to plot the staggered-adoption diff-in-diff ("event study") estimates

 Kirill Borusyak

26

 LMDI: Stata module to compute Logarithmic Mean Divisia Index (LMDI) Decomposition

 Kerry Du

27

 QREGPD: Stata module to perform Quantile Regression for Panel Data

 Matthew Baker (Travis A. Smith and David Powell)

27

 PARAMED: Stata module to perform causal mediation analysis using parametric regression models

 Richard Emsley and Hanhua Liu

29

 TWOWAYFEWEIGHTS: Stata module to estimate the weights and measure of robustness to treatment effect heterogeneity attached to two-way fixed effects regressions

 Clément de Chaisemartin, Xavier D'Haultfoeuille and Antoine Deeb

30

 ITSA: Stata module to perform interrupted time series analysis for single and multiple groups

 Ariel Linden

31

 DID_IMPUTATION: Stata module to perform treatment effect estimation and pre-trend testing in event studies

 Kirill Borusyak

32

 FITSTAT: Stata module to compute fit statistics for single equation regression models

 J. Scott Long and Jeremy Freese

33

 XTVAR: Stata module to compute panel vector autoregression

 Tobias Cagala and Ulrich Glogowsky

34

 PMCALPLOT: Stata module to produce calibration plot of prediction model performance

 Joie Ensor, Kym IE. Snell and Emma C. Martin

35

 RBOUNDS: Stata module to perform Rosenbaum sensitivity analysis for average treatment effects on the treated

 Markus Gangl

35

 DCREATE: Stata module to create efficient designs for discrete choice experiments

 Arne Hole

37

 MMQREG: Stata module to estimate quantile regressions via Method of Moments

 Fernando Rios-Avila

37

 PRODEST: Stata module for production function estimation based on the control function approach

 Gabriele Rovigatti and Vincenzo Mollisi

39

 XTENDOTHRESDPD: Stata module to estimate a Dynamic Panel Data Threshold Effects Model with Endogenous Regressors

 Ibrahima Diallo

40

 UTEST: Stata module to test for a U-shaped relationship

 Jo Lind and Halvor Mehlum

41

 STDDIFF: Stata module to compute Standardized differences for continuous and categorical variables

 Ahmed M. Bayoumi

41

 DIFF: Stata module to perform Differences in Differences estimation

 Juan Villa

41

 EVENTSTUDYINTERACT: Stata module to implement the interaction weighted estimator for an event study

 Liyang Sun

41

 KMATCH: Stata module module for multivariate-distance and propensity-score matching, including entropy balancing, inverse probability weighting, (coarsened) exact matching, and regression adjustment

 Ben Jann

45

 COEFPLOT: Stata module to plot regression coefficients and other results

 Ben Jann

45

 MEDIATION: Stata module for causal mediation analysis and sensitivity analysis

 Raymond Hicks and Dustin Tingley

47

 XTCIPS: Stata module to compute Pesaran Panel Unit Root Test in the Presence of Cross-section Dependence

 Máximo Sangiácomo

48

 TVGC: Stata module to perform Time-Varying Granger Causality tests

 Jesus Otero, Christopher Baum and Stan Hurn

48

 REGHDFE: Stata module to perform linear or instrumental-variable regression absorbing any number of high-dimensional fixed effects

 Sergio Correia

50

 HHI: Stata module to compute Herfindahl index

 Muhammad Rashid Ansari

51

 IVREG2H: Stata module to perform instrumental variables estimation using heteroskedasticity-based instruments

 Christopher Baum and Mark Schaffer

52

 PESCADF: Stata module to perform Pesaran's CADF panel unit root test in presence of cross section dependence

 Piotr Lewandowski

53

 GAM: Stata module for generalised additive models

 Patrick Royston and Gareth Ambler

54

 SYNTH2: Stata module to implement synthetic control method (SCM) with placebo tests, robustness test and visualization

 Guanpeng Yan and Qiang Chen

55

 METAPROP: Stata module to perform fixed and random effects meta-analysis of proportions

 Victoria Nyaga, Marc Arbyn and Marc Aerts

56

 MATCHIT: Stata module to match two datasets based on similar text patterns

 Julio Raffo

56

 WINSOR2: Stata module to winsorize data

 Yujun Lian

56

 MPI: Stata module to compute the Alkire-Foster multidimensional poverty measures and their decomposition by deprivation indicators and population sub-groups

 Daniele Pacifico and Felix Pöge

59

 INEQDECO: Stata module to calculate inequality indices with decomposition by subgroup

 Stephen Jenkins

59

 XTEVENT: Stata module to estimate and visualize linear panel event-study models

 Simon Freyaldenhoven, Christian Hansen, Jorge Pérez Pérez and Jesse Shapiro

59

 IVREGHDFE: Stata module for extended instrumental variable regressions with multiple levels of fixed effects

 Sergio Correia

62

 Excel Sheet for Stackelberg Duopoly

 Devon Gorry and John Gilbert

62

 DOUBLEB: Stata module to compute Contingent Valuation using Double-Bounded Dichotomous Choice

 Alejandro Lopez-Feldman

64

 MUNDLAK: Stata module to estimate random-effects regressions adding group-means of independent variables to the model

 Francisco (Paco) Perales

65

 MDESC: Stata module to tabulate prevalence of missing values

 Rose Anne Medeiros and Dan Blanchette

65

 XTHECKMANFE: Stata module to fit panel data models in the presence of endogeneity and selection

 Fernando Rios-Avila

65

 TABSTAT2EXCEL: Stata module to export summary statistics generated from a tabstat command to an Excel spreadsheet

 Sara Ansari, Kabira Namit and Jonathan Seiden

65

 CUTPT: Stata module for empirical estimation of cutpoint for a diagnostic test

 Phil Clayton

69

 GINIDESC: Stata module to compute Gini index with within- and between-group inequality decomposition

 Roger Aliaga-Diaz and Silvia Montoya

69

 EPIDATA: Data entry system for use with Stata, SPSS, SAS, Excel, text formats

 Jens Lauritsen and Michael Bruus

69

 XTOVERID: Stata module to calculate tests of overidentifying restrictions after xtreg, xtivreg, xtivreg2, xthtaylor

 Mark Schaffer and Steven Stillman

69

 EGENMORE: Stata modules to extend the generate function

 Nicholas Cox

69

 Matlab code for one-sided HP-filters

 Alexander Meyer-Gohde

69

 TRANSLOG: Stata module to create new variables for a translog function

 Kerry Du

75

 LYAPROSEN: MATLAB function to calculate Lyapunov exponent

 Shapour Mohammadi

75

 BOOTTEST: Stata module to provide fast execution of the wild bootstrap with null imposed

 David Roodman

75

 WEAKIV: Stata module to perform weak-instrument-robust tests and confidence intervals for instrumental-variable (IV) estimation of linear, probit and tobit models

 Keith Finlay, Leandro Magnusson and Mark Schaffer

78

 CMP: Stata module to implement conditional (recursive) mixed process estimator

 David Roodman

79

 EVENTSTUDY: Stata module to perform event studies in finance

 Xuan Zhang, Chuntao Li and Xin Xu

79

 HURST: MATLAB function to compute the Hurst exponent using R/S Analysis

 Rafał Weron

81

 SHAPLEY2: Stata module to compute additive decomposition of estimation statistics by regressors or groups of regressors

 Florian Wendelspiess Chávez Juárez

81

 RANGESTAT: Stata module to generate statistics using observations within range

 Robert Picard, Nicholas Cox and Roberto Ferrer

83

 HAMILTONFILTER: Stata module to calculate the Hamilton Filter for a Single Time Series or for a Panel Dataset

 Ibrahima Diallo

83

 APC: Stata module for estimating age-period-cohort effects

 Sam Schulhofer-Wohl and Yang Yang

85

 SPWMATRIX: Stata module to generate, import, and export spatial weights

 P. Wilner Jeanty

85

 OMEGACOEF: Stata module to calculate the omega reliability coefficient

 Brian Shaw

85

 CONDISC: Stata module to perform convergent and discriminant validity assessment in CFA

 Mehmet Mehmetoglu

88

 MOREMATA: Stata module (Mata) to provide various functions

 Ben Jann

89

 MVPROBIT: Stata module to calculate multivariate probit regression using simulated maximum likelihood

 Lorenzo Cappellari and Stephen Jenkins

89

 KHB: Stata module to decompose total effects into direct and indirect via KHB-method

 Ulrich Kohler and Kristian Karlson

89

 SPMAP: Stata module to visualize spatial data

 Maurizio Pisati

89

 XTPMG: Stata module for estimation of nonstationary heterogeneous panels

 Edward Blackburne and Mark Frank

89

 ISCOGEN: Stata module to translate ISCO codes

 Ben Jann

89

 RFOREST: Stata module to implement Random Forest algorithm

 Rosie Yuyan Zou and Matthias Schonlau

95

 Band-Pass Filter Excel Add-in

 Kurt Annen

95

 XTFMB: Stata module to execute Fama-MacBeth two-step panel regression

 Daniel Hoechle

95

 SHP2DTA: Stata module to converts shape boundary files to Stata datasets

 Kevin Crow

95

 ESTUDY: Stata module to perform an event study

 Fausto Pacicco, Luigi Vena and Andrea Venegoni

95

 GEODIST: Stata module to compute geographical distances

 Robert Picard

100

 XTTEST2: Stata module to perform Breusch-Pagan LM test for cross-sectional correlation in fixed effects model

 Christopher Baum

关于计量方法类书籍,参看:1.一些比较常见的因果推断书籍25本汇总, 很多可以直接下载PDF,2.推荐一本专攻处理效应分析的书籍, 包括主流政策评估计量方法,3.年龄-时期-队列分析及其实现过程和经典书籍, 附code和数据!4.推荐使用Python语言做因果推断前沿方法的书籍,5.使用Stata做时间序列分析书籍, 包括模型讲解以及Stata示例操作,6.一本最新因果推断书籍, 包括了机器学习因果推断方法, 学习主流和前沿方法,7.社会经济政策的评估计量经济学, 提供书籍和数据和程序文件,8.全面且前沿的因果推断课程, 提供视频, 课件, 书籍和经典文献,9.从网页上直接复制代码的因果推断书籍出现了, 学会主流方法成效极快,10.推荐书籍"用R软件做应用因果分析", 有需要的学者可以自行下载!11.哪本因果推断书籍最好?我们给你整理好了这个书单!12.“不一样”的因果推断书籍, 很多观点让我们能恍然大悟, 涵盖了不少其他书里没有的因果推断方法!13.搞懂因果推断中内生性问题解决方法必读的书籍和文献已搜集好!14.一位“诗人”教授写了本因果推断书籍, 现在可以直接下载PDF参看!15.使用R软件学习计量经济学方法三本书籍推荐,16.数据缺失方法处理大全, 经典书籍助你修复数据,17.中介和调节效应操作指南, 经典书籍和PPT珍藏版,18.用R语言做Econometrics的书籍推荐, 值得拥有的经典,19.史上最全的因果识别经典前沿书籍, 仅此一份,20.重磅好书"环境能源计量经济学(附代码)", 该领域主流, 时髦和前沿的计量方法,21.Acemoglu又出版了两本经济学教课书!22.Stata17MP版最新使用指南全书, 包括DSGE, Lasso回归, ERM, 贝叶斯分析等,23.全新因果推断方法新书, 配套R, Stata和Python的代码, 还包括教授视频和PPT素材!24.学习计量, 统计和各种软件的必备书单,25.机器学习第一书, 数据挖掘, 推理和预测,26.计量回归中的交互项到底什么鬼? 捎一本书给你,27.荐书,计量经济学宝典,28.送书: 应用时间序列分析(经典),29.计量经济学教科书,多门类多级别的一个都不能少,30.50本经济学书单,入门到精通分门别类,31.从入门到进阶的Python数据分析手册, 课程内容完全免费!32.2卷RDD断点回归使用手册, 含Stata和R软件操作流程,33.社会网络分析最新文献和软件学习手册,34.环境, 能源和资源经济学手册推荐, 经典著作需要反复咀嚼,35.各领域经济学手册全在这里, 不学手册只能做重复研究,36.史上最全博士论文撰写指导手册Handbook
Source: https://logec.repec.org/scripts/itemstat.pf?topnum=100&type=redif-software&sortby=3d&.submit=New+List

关于Stata, 1.Stata16新增功能有哪些? 满满干货拿走不谢,2.Stata资料全分享,快点收藏学习3.Stata统计功能、数据作图、学习资源4.Stata学习的书籍和材料大放送, 以火力全开的势头5.史上最全Stata绘图技巧, 女生的最爱,6.把Stata结果输出到word, excel的干货方案,7.编程语言中的函数什么鬼?Stata所有函数在此集结,8.世界范围内使用最多的500个Stata程序,9.6张图掌握Stata软件的方方面面, 还有谁, 还有谁? 10.LR检验、Wald检验、LM检验什么鬼?怎么在Stata实现,11.Stata15版新功能,你竟然没有想到,一睹为快,12."高级计量经济学及Stata应用"和"Stata十八讲"配套数据,13.数据管理的Stata程序功夫秘籍,14.非线性面板模型中内生性解决方案以及Stata命令15.把动态面板命令讲清楚了,对Stata的ado详尽解,16.半参数估计思想和Stata操作示例,17.Stata最有用的points都在这里,无可替代的材料18.PSM倾向匹配Stata操作详细步骤和代码,干货十足,19.随机前沿分析和包络数据分析 SFA,DEA 及Stata操作,20.福利大放送, Stata编程技巧和使用Tips大集成,21.使用Stata进行随机前沿分析的经典操作指南,22.Stata, 不可能后悔的10篇文章, 编程code和注解,23.用Stata学习Econometrics的小tips, 第二发礼炮,24.用Stata学习Econometrics的小tips, 第一发礼炮,25.广义合成控制法gsynth, Stata运行程序release,26.多重中介效应的估计与检验, Stata MP15可下载,27.输出变量的描述性统计的方案,28.2SLS第一阶段输出, 截面或面板数据及统计值都行,29.盈余管理指标的构建及其Stata实现程序, 对应解读和经典文献,30.Python, Stata, R软件史上最全快捷键合辑!,31.用Stata做面板数据分析, 操作代码应有尽有,32.用Stata做面板数据分析, 操作代码应有尽有,33.没有这5个Stata命令, 我真的会活不下去!,34.第一(二)卷.Stata最新且有趣的程序系列汇编,35.第三卷.Stata最新且急需的程序系列汇编,36.第四卷.Stata最新且急需的程序系列汇编,37.干货: UN和WTO推荐的最全且权威的实证研究方法及在Stata实现!必收藏!38.再中心化影响函数RIF回归和分解的Stata操作程序39.R和Stata软件meta分析操作详细攻略, 对研究再开展研究的利器!40.不能安装Stata命令咋弄?这个方法一直都比较靠谱!,41.使用Stata做结构方程模型GSEM的操作指南42.疫情期计量课程免费开放!面板数据, 因果推断, 时间序列分析与Stata应用,43.一些Stata常见操作代码和注释, 能够让年轻学人更快掌握相关命令!44.Stata语言中的常用函数及其用法解释, 在附上42篇Stata相关学习资料,45.Stata经典操作笔记和学习资源合辑! 都是些博士生导师比较推荐的! 46.Stata17版本对外发布了, 里面提供了25个让学者激动的新程序板块!47.分享9篇文章的Stata复制代码, 可以直接下载进行一一复制实证结果, 48.实证中常用Stata操作命令和代码总结,49.如何用Stata实现熵值法的指南?50.多期DID或渐进DID或交叠DID, 最新Stata执行命令整理如下供大家学习,51.推荐一份超级大礼包资源, 里面有丰富的Stata学习材料, 写文章作报告找工作的指南

下面这些短链接文章属于合集,可以收藏起来阅读,不然以后都找不到了。

2.5年,计量经济圈近1000篇不重类计量文章,

可直接在公众号菜单栏搜索任何计量相关问题,

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