Evidence map›Paper›PMID 41425813›Full record

ArticleFrontiers in psychiatry2025

Longitudinal comparison of psychological outcomes of professional content moderators engaged in resilience training program.

Marlyn Thomas Savio, Aruna Balammal, John Caesar de Villa, Jolguer Perez, Xieyining Huang, Rachel Lutz Guevara

Abstract read
In one paragraph

Article in Frontiers in psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Marlyn Thomas SavioWellness & Resiliency Division of Research, TaskUs Inc., New Braunfels, TX, United States.
Aruna BalammalWellness & Resiliency Division of Research, TaskUs Inc., New Braunfels, TX, United States.
John Caesar de VillaWellness & Resiliency Division of Research, TaskUs Inc., New Braunfels, TX, United States.
Jolguer PerezWellness & Resiliency Division of Research, TaskUs Inc., New Braunfels, TX, United States.
Xieyining HuangWellness & Resiliency Division of Research, TaskUs Inc., New Braunfels, TX, United States.
Rachel Lutz GuevaraWellness & Resiliency Division of Research, TaskUs Inc., New Braunfels, TX, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Content moderators safeguard the ever-growing online realm by reviewing and filtering out harms, yet are themselves subject to the risk of psychological concerns. Method: This study explored the psychological outcomes of content moderators (N = 311) who were offered a resilience training program called The TaskUs Method 2.0 from baseline to 18 months. Participants completed psychometric screeners for resilience, burnout, secondary traumatic stress, compassion satisfaction, and perceived stress. For the analyses, three timepoints were identified to follow participants across the study period based on their tenure-T0 (0-3 months tenure), T1 (5-10 months), and T2 (11-16 months tenure). Results: Findings from the entire sample (regardless of whether participants had data for all three timepoints) revealed that secondary traumatic stress and perceived stress did not differ significantly between timepoints. However, burnout, compassion satisfaction and resilience showed small yet significant decline between T0 and T2. With a reduced sample of only those having data for all three timepoints, similar trends remained although the rate of change from T0 to T1 did not differ significantly from that of T1 to T2 for any of the variables. Discussion: Results indicated that participants in the program showed no significant increases in secondary traumatic stress, the main target of the program. Across the different psychometrics, effect sizes were small suggesting that content moderators using the program were not at significant risk for increased psychological distress from content moderation during the study duration. These findings provide a valuable foundation for further refining interventions aimed at content moderators. Future studies may consider experimental and multifactorial designs to delve into therapeutic mechanisms and different types of psychological outcomes.

Indexed as

content moderationpsychological safetyresiliencesecondary traumawellness intervention

Identifiers

PMID41425813
PMCPMC12711784

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