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Scripts for the analysis of EMA and longitudinal data on virtual media use and well-being during the pandemic

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📱 The Impact of Virtual Interaction on Well-Being During the COVID-19 Pandemic

Introduction

How much did virtual interactions positively impact our well-being as substitutes for face-to-face interaction during the height of the COVID-19 pandemic?

Humans have a fundamental need for social connection. A vast literature strongly implicates face-to-face interaction as the gold standard for socialization. However, the COVID-19 pandemic sharply brought these ubiquitous in-person interactions to an end for several months. How effective, then, were the surrogate forms of virtual interaction which we adopted in the interim in serving the same function? We aimed to answer this question with two preregistered behavioral studies.

All studies used largely identically formatted scripts. Data cleaning and analysis were handled by separate .Rmd files for each study as described below.

File Structure

virtual-interaction-well-being/
├─ study1/
│  ├─ prolific/
│  │  ├─ data/
│  │  ├─ figures/
│  │  ├─ scripts/
...
├─ study1_pilot/
│  ├─ princeton/
│  │  ├─ data/
│  │  ├─ figures/
│  │  ├─ scripts/
│  │  ...
│  ├─ uchicago/
│  │  ├─ data/
│  │  ├─ figures/
│  │  ├─ scripts/
...
├─ study2/
│  ├─ personproject/
│  │  ├─ scripts/
│  │  ├─ data/
│  │  ├─ figures/
...
├─ study2_pilot/
│  ├─ data/
│  ├─ figures/
│  ├─ scripts/
├─ virtual-interaction-well-being.Rproj

Study 1

We recruited a sample of N = 999 participants through Prolific who

study1-clean_wrangle.Rmd: R Markdown script for cleaning Study 1 data.
study1_analyze.Rmd: R Markdown script for analyzing and plotting Study 1 data.

Study 2

study2-clean_wrangle.Rmd: R Markdown script for cleaning Study 2 data.
study2-analyze.Rmd: R Markdown script for analyzing and plotting Study 2 data.

Supplement

study1_pilot_princeton-clean_wrangle.Rmd: R Markdown script for cleaning Study 1 pilot data (Princeton).
study1_pilot_princeton-analyze.Rmd: R Markdown script for analyzing and plotting Study 1 pilot data (Princeton).

study1_pilot_uchicago-clean_wrangle.Rmd: R Markdown script for cleaning Study 1 pilot data (UChicago).
study1_pilot_uchicago-analyze.Rmd: R Markdown script for analyzing and plotting Study 1 pilot data (UChicago).

study2_pilot-clean_wrangle.Rmd: R Markdown script for cleaning Study 2 pilot data (Person Project).
study2_pilot-analyze.Rmd: R Markdown script for analyzing and plotting Study 2 pilot data (Person Project).

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