Questions tagged [paneldata]

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17 views

Modelling the effect of crisis on unemployment

We want to estimate the effect of crises on a country's unemployment rate and distinguish the strength of this effect according to the debt level in a country (i.e. via the interaction effect crisis x ...
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46 views

How can I obtain monthly unemployment by ethnicity by state for the US?

Grateful for any help, thoughts and direction.
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38 views

Trade-off between “extent of controls” and “quasi-experimental”

I apologize in advance for a long and possibly misworded question. I am trying to get to something but I am not exactly sure how to explain it. Hopefully, you can bear with me and provide me with some ...
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18 views

Missing trade and FDI data in Time Series

I want to run a panel VARX and some of my variables are bilateral trade and between countries in sub-Saharan Africa and China as well as FDI. Unfortunately the data I could find from official Chinese ...
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1answer
35 views

How to solve duplicate couples error in unbalanced dataset

I am trying to perform a regression on unbalanced panel data in R. In order to set the data as panel data, I use the following code: ...
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13 views

Panel data with state-invariant exogenous value?

I am beginner in panel data. I would like to do a simple regression with a panel of countries for each period but only one (global) exogenous variable in each period (some like that y_{i,t}=x_t). I ...
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1answer
49 views

model design - fixed effects model for paired differences

I have two panels. One panel that consists of an economic indicator variable across firms and years. The second panel consists of the same economic indicator variable across the same firms and years. ...
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14 views

How can I add fixed-effect constant variable in Stata?

I want to test a model like this: alpha denotes full set of country fixed effects and delta denotes full set of year fixed effects in the article in which this model is used. My model is similar to ...
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6 views

How to fit data in DSGE?

I'm completely new to these models. So after I specified steady-state equations, how do I fit my existing time series. In Bayesian approach do I just need to find prior mean, std error and ...
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2answers
37 views

How to interpret fixed effect regression R-sq. results for panel data?

I runned a fixed effect regression in Stata (xtreg, fe) for panel data. I obtained below R-sq. results. How should I interpret them? Which one is my main interest(within,below or overall)? How can I ...
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1answer
26 views

How to interprete independence between treatment indicator and outcomes?

In Woodridge's textbook "Econometric Analysis of Cross Section and Panel Data", page 907, it says ...the treatment indicator $w$ is statistically independent of ($y_0$, $y_1$), as would occur when ...
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1answer
26 views

Probit with panel data - assumptions violated with endogenous covariate?

I am trying to understand how does the fact that a regressor is endogenous (as a result of reverse causality) in a dynamic probit model violate any assumptions that I may need to make for this model. ...
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1answer
27 views

Interpretation of dummy variable : Random Effects Model

I am running a RE regression and I have export similarity index between two countries as the dependent variable and have a dummy variable such as share a border(=1 if countries share border, 0 ...
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8 views

Evaluating the impact of US federal grants

There are a number of challenges with evaluating the impact/effectiveness of federal grants in the U.S. In particular, it's easy to obtain a (somewhat comprehensive) record of transactions between ...
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1answer
79 views

Linear Probability Model Instead of Logit in Fixed Effects Regression

In our panel data analysis we estimated a fixed effects linear probability model (LPM) instead of a fixed effects logit regression because our sample size was quite small (600 individuals) and the ...
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16 views

Handling large percentage of zero-valued observations in the dependent variable in a panel dataset

I am writing a paper using a panel dataset in which my depepent variable has an large percentage amount of zero values observations. Those zero values are real zeros, I mean they are not missing data ...
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2answers
23 views

Merging Panel data with two different splits. Is it possible?

I have two data frames with panel data. The first contains data on companies on a yearly basis. The layout is as below: ...
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1answer
18 views

How do I adjust for heterogeneous labor markets when calculating the wage premium?

I have a dataset with mean and median wages for particular geographic areas around the United States. I am interested in calculating the wage premium between some areas. I can already do a simple ...
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1answer
105 views

Dealing with Missing Values in Diff-in-Diff Estimation

To preface this, I am asking this question on the Econ SE because I was made aware on Cross Validated that Difference in Difference estimation is quite an economics specific method. The picture above ...
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25 views

How to run Panel data analysis when data on the dependent variable is on a 5 year interval basis and that on independent variable is on yearly basis?

I am reading a paper which empirically tests if primary exports affect education attainment in LAC countries over the period 1965 to 2010. It uses percentage of secondary school enrollment as ...
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27 views

What are the statistical tests I need to perform before I regress GDP on multiple variables?

I'm using data over 10 countries for the period 1975 to 2010. My objective is to check if the chosen regressors have significant effect on GDP. I have very basic knowledge of econometrics which I ...
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1answer
60 views

Can I treat pooled cross-section as panel data and do regression analysis?

I work with a large survey data that is pooled cross-section, i.e, people interviewed are randomly chosen in each time period. This is not panel data. But, I aggregate the individual cells according ...
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1answer
24 views

Data of Inflation and unemployment for a Panel Data

I am looking for data of Inflation and unemployment to run a Panel Data of a Philips Curve. Can anybody help me with some website/source that I can find data like these? In my mind I would need too ...
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1answer
115 views

Regarding some econometric problems

How do I know the specification in (3.2) is a chi-square distribution with df k-1? and why is it the case that the asymptotic variance of $\hat{\beta}_{FD}- \hat{\beta}_{OLS}$ is simply the ...
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0answers
33 views

How to know when survivorship bias is a problem

I have panel data where firms disappear from failure and mergers. Conditional on existing as a stand alone firm, I observe all firms. However, I am differencing two periods (Late - Early), and the ...
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51 views

Immigration supply shocks, fixed effects and model interpretation

I'm new to this and I've been racking my brains for a couple days trying to understand this model and how to run it in Stata. More than programming help, I think I just don't understand the model well ...
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1answer
35 views

How to determine correct fixed effects in linear regression model using unbalanced paneldata

I am currently working on a research project regarding the introduction of mandatory earnings guidance regulation in multiple countries within a time span of 10 years (staggered adoption). As I can ...
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1answer
699 views

What is a good proxy for government quality?

Is it ok to use corruption as a proxy for government quality?
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2answers
1k views

How to perform unbalanced panel data regression in R?

I am attempting to perform an unbalanced panel data regression in R. My code is as follows: ...
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1answer
28 views

Cross-sectional model vs panel model

I have an unbalanced panel dataset of around 3000 firms for 5 years. My goal is to see if female-owned firm are less likely to survive, so I have a logit model with female-owned dummy as the key ...
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0answers
36 views

Fixed Effects: Identifying coefficient for interaction term with a constant

Suppose I have a regression of the form: $$ Y_{it}=\beta X_{it}+\beta_{2}X_{it}\times D_{i}+\alpha_{i}+\epsilon_{it} $$ In the above, we have information by country-year on $Y_{it}$ and two ...
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1answer
59 views

Endogeneity problem with a dummy variable

I have a panel data model as following, $$Y_{it}=intercept +B_1X_{it}+B_2Q_{it}+error_{it}$$ where $i$ is for firm and $t$= time. $Y$= trade credit demand, $X$= inventory cycle, as inventory ...
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0answers
85 views

Difference-in-differences with long time horizon and repeated treatments

I have a high-frequency panel dataset on the order of $i=150$ and $t=5000$. I am interested in studying the causal impact of a treatment with the following characteristics: The same unit can be ...
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2answers
39 views

How to treat different frequencies of a time series data?

I have annual GDP, annual CPI, monthly exchange rate, and monthly export data. I would like to go for estimation being monthly stock return as the dependent variable. What are the methods to treat the ...
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1answer
130 views

Fixed Effects Estimation and Inconsistency

Consider estimation of the following population regression function: $G{Y_{it}} = {\beta _0} + {\beta _1}IN{F_{it}} + {\beta _2}DE{M_i} + {\beta _3}POI{L_t} + {\varepsilon _{it}}$ Where: $GY_{it}$ = ...
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18 views

How do I measure effects over years in panel data with individuals?

I'm working with a longitudinal panel dataset that surveys the same few thousand individuals biennially and I have six years of this data. My dependent variable would be how much individuals spend on ...
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1answer
144 views

Panel Data and Forecasting

I have balanced panel data for around 130 countries, over three years. I ran a fixed effects regression using 'country' as my panel variable, and adding dummies for 'year'. I want to forecast the ...
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0answers
21 views

Publishing fixed and random effects in one model

I am a health economist working with panel data for a paper I am working on, I use Hausman tests to determine if I should use fixed or random effects estimators in my analysis. For some outcomes ...
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0answers
28 views

Diff-in-diff: Handling correlations within group-level treatment using microdata

Question: What are my best options for handling group-level correlations in a panel differences-in-differences model using StataSE 14.2? Background: I have a Differences-in-Differences (DiD) design ...
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1answer
84 views

Panel econometrics for marketing mix analysis: how to include spending that affects all the individuals of a panel?

Dear stack exchangers, in the course of an internship at a microfinance bank in Tajikistan, I have been tasked with assessing the efficiency of different marketing expenses. I will try to expose the ...
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1answer
124 views

Fixed Effects Interpetation

I have some issues understanding the intuition in Fixed Effects models, and the sources of variation they imply. For a concrete example, consider the following regression specification: $$r_{ist}=\...
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1answer
45 views

Categorisation of Harmonised System codes for economic analysis

I work a lot with Harmonised System Codes (https://en.wikipedia.org/wiki/Harmonized_System). In a nutshell, the Harmonised System (HS) provides a way to record all goods based trade in and out of a ...
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1answer
41 views

Extracting group effects from individual fixed effects

I have a conceptual econometrics question I was hoping to get some help with. I have a panel of 100 individual firms over time (10 years) at the quarterly frequency across 10 countries. One of the ...
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1answer
66 views

Do I need to log transform these two kinds of variables?

Before regression (like fixed-effects, random-effects), for these two kinds of variables: 1) Price levels (e.g. price level of capital formation) They are usually ratios like 0.987, 1.022..., based ...
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1answer
2k views

In panel data application, when using Fama and MacBeth regression is preferable over the fixed or random effect model? thought

When discussing panel data, many econometric books, usually, focus just on fixed or random effect model as means of estimating regression for panel data. Despite this tendency, I have seen many papers ...
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1answer
53 views

When does the “stationary” problem become and issue with panel data?

I recently came by a post that states in panel data with small time dimensions the stationarity issue is not present, is this true? can anybody provide a source for this? I'm working with a panel ...
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0answers
28 views

Panel data: When can I used random effects instead of fixed effects? Are control variables necessary?

I have panel data for individuals in an economy that experienced fluctuations in employment levels. I also have some health information for these individuals, BMI, self-rated health etc., My ...
2
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2answers
62 views

Should I construct balanced data with only necessary variables or unbalanced data with many potentially usable variables?

When I construct panel data from large household surveys (say, World Bank's Living Standard Measurement Surveys), I try to construct data set with as many potentially usable variables as possible. ...
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1answer
44 views

Cost of production plant

I'm struggling to find a macroeconomic index which embodies the cost to run an average production plan. My problem is that I wanted to divide the annual average cost per employee (which I already ...
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1answer
322 views

Serial correlation and clustered correlation in FE and FD estimators

I'm running a regression on panel data, one time with Fixed Effects and one time with First Differences. The estimators are really different (the FE estimator is statistically significant and the FD ...