Traditional or social media: which capture employment better?

Political discourse has the ability to spread either uncertainty or calm among the population.Economic upheavals of considerable magnitude can also spread ambiguity.Both newspaper articles and Twitter posts reflect important events that have the potential to increase or decrease uncertainty from a citizen's perspective.We employ two measures of media uncertainty, one reflecting the uncertainty perceived by journalists and the other characterizing the uncertainty associated with Twitter users.More specifically, we use the Twitter Economic Uncertainty and the Economic Policy Uncertainty Index.To investigate which uncertainty source better captures employment variations, we apply a regression decision tree and linear regression.Our results speak in favour of the more traditional media uncertainty source.Linear regression outperforms the decision tree in both models.Namely, we find a statistically significant negative relationship between both uncertainty measures and employment, while controlling for other macroeconomic aspects.

Authors

Publication Details

Journal
Public Sector Economics
Published
2024-12-12
DOI
https://doi.org/10.3326/pse.48.4.2
Primary Topic
Digital Economy and Work Transformation
Type
article
Field-Weighted Citation Impact
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article

Traditional or social media: which capture employment better?

Marija Hruska, Mirjana Cizmesija
Public Sector Economics
Digital Economy and Work Transformation
article

Traditional or social media: which capture employment better?

Marija Hruska, Mirjana Cizmesija
article en

Abstract

Political discourse has the ability to spread either uncertainty or calm among the population.Economic upheavals of considerable magnitude can also spread ambiguity.Both newspaper articles and Twitter posts reflect important events that have the potential to increase or decrease uncertainty from a citizen's perspective.We employ two measures of media uncertainty, one reflecting the uncertainty perceived by journalists and the other characterizing the uncertainty associated with Twitter users.More specifically, we use the Twitter Economic Uncertainty and the Economic Policy Uncertainty Index.To investigate which uncertainty source better captures employment variations, we apply a regression decision tree and linear regression.Our results speak in favour of the more traditional media uncertainty source.Linear regression outperforms the decision tree in both models.Namely, we find a statistically significant negative relationship between both uncertainty measures and employment, while controlling for other macroeconomic aspects.

Public Sector EconomicsVol. 48(4)
Decent work and economic growth
Openalex Percentile: Top 63%
Digital Economy and Work Transformation
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