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Coarsened exact matching (CEM) on longitudinal data

I want to compare the effect of 2 educational programs across time. In other words, I have tested 2 groups of students at 3 different time points (T1, T2 and T3). I have performed CEM on the data of ...
CH_1012's user avatar
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0 answers
18 views

Matching on actual earnings versus matching on the kind of unexpectedness in earnings

For simplicity, lets assume this is a question about linear modeling, although I am actually looking at some non-linear models and am willing to consider other models if they would be more ...
andrewH's user avatar
  • 3,247
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0 answers
14 views

How to deal with exposure status change and outcome contribution in different exposure status?

I want to estimate the risk of cardiovascular events in patients with diabetes (exposed group) compared to patients without diabetes (unexposed group). How do we deal (in the analysis) with patients ...
Nao's user avatar
  • 101
1 vote
0 answers
23 views

Converting PanelMatch Estimates to Marginal Effects in Non-Linear Outcome Models

I am interested in using the {PanelMatch} package for a project that I am working on where the conventional matching/weighting framework is expanded to account for the complexities of the panel data ...
Brian Lookabaugh's user avatar
5 votes
1 answer
131 views

For a time-series cross-sectional (TSCS) data, how does one account for 'future' treatment history while calculating ATE/ATC/ATT?

I refer to this seminal paper (Matching Methods for Causal Inference with Time-Series Cross-Sectional Data) by Kosuke, In Song and Erik. Context In the paper, the authors propose the use of a two-...
Wang Rui's user avatar
1 vote
0 answers
898 views

How to perform Propensity Score Matching with panel data in Stata?

This is my first post on this forum so please forgive me if I overlooked something when posting this, but I very much hope you can help me out. I am investigating the effect of hallucinogens use on ...
Ilse's user avatar
  • 11
0 votes
0 answers
450 views

Matching fixed control group to multiple time-varying treatment events so that each control is only used once/uniquely assigned

you have helped me tremendously over the past years and so far, I could find an answer to any the question I had! Thanks to anyone active in this community, I don't know what I would have done without ...
Leo I.'s user avatar
  • 1
0 votes
1 answer
2k views

How to get the 3-digit SIC code from Datastream and merge ISIC to SIC?

When trying to replicate a paper, I faced the problem in merging two datasets. When merging an ISIC-related dataset (dataset A) to a SIC-related Datastream dataset (Dataset B), I faced a problem with ...
Phil Nguyen's user avatar
1 vote
0 answers
146 views

Propensity Score Matching for Panel Data with Multinomial Outcome on Stata

I have a panel data set from 1999-2019 through which I would like to find whether a divorce would change a respondent's political opinion. I have identified a number of covariates, most of which are ...
marilles's user avatar
4 votes
1 answer
2k views

Addressing the Ashenfelter’s dip

I am running a difference in difference (DiD) model on the effects of job-training on earnings. My data consists of a staggered adoption design whereby units receive treatment at different times, but ...
Alex's user avatar
  • 141
1 vote
0 answers
66 views

Validity of applying cross-section analyses to balanced panel data

(I apologize if this question is off-topic.) I would like to apply a method developed for time-series cross-section data to a balanced panel dataset to estimate the effect of a treatment. What I mean ...
TWest's user avatar
  • 347
2 votes
0 answers
154 views

Propensity score matching - time variant treatment

I have a question about propensity score matching for a panel data file. The aim of my study is to understand the impact of having the first child on the wage of women. My data goes from 2001 to 2018. ...
Maria P.'s user avatar
2 votes
0 answers
378 views

matching then fixed effects

I have an unbalanced panel over time. Agents are sometimes in the panel and sometimes not. The sample share of certain groups (e.g. females) varies a lot over time (little at the start, more at the ...
cel's user avatar
  • 21
1 vote
0 answers
205 views

Propensity score matching in r using panel data [closed]

I want to conduct PSM using firm panel data in r. matchit(treat ~ leverage + cash + roa + mtb + asset, data=data) This gave me a result of only very similar one ...
user257911's user avatar
4 votes
2 answers
4k views

Propensity score matching on panel data with treatment varying by periods

I have a panel data of 200 individuals around 100 weeks. A latent ability issue for individual may cause the estimation for one IV biased. This IV is continuous variable. Except for panel fixed-...
Ding Li's user avatar
  • 473
5 votes
1 answer
4k views

Propensity Score Matching with Panel Data

I have a Panel Data Set from 2000 to 2013 and I want to use Propensity Score Matching to analyze it. The treatment variable varies between individuals over time, an individual can get treated any time ...
user24592's user avatar
0 votes
0 answers
1k views

Propensity score matching in a longitudinal setting

I am using Stata 13 to investigate a local programm aimed at reducing obesity amoung teenagers and adolescents in a school. I have a balanced panel over twelve years and a couple of covariates (like ...
Rachel's user avatar
  • 247