From Automation to Augmentation: How AI Reshapes Human Resource Slack in Algerian Telecommunications Companies

This supplementary document accompanies the article “From Automation to Augmentation: How AI Reshapes Human Resource Slack in Algerian Telecommunications Companies.” The document contains two appendices. Appendix A reproduces the questionnaire administered to respondents, including demographic and organizational information and the measurement items used to assess Future AI Automation Intensity (AUT), AI Augmentation Intensity (AUG), Future Human Resource Slack/Workforce Underutilization (SLK), AI-Related Job Insecurity (AJI), and Organizational Enablers (ENB), using a seven-point Likert scale. Appendix B documents the refinement of the PLS-SEM measurement model, including the staged indicator-removal procedure, loading-based decisions, changes in average variance extracted (AVE), composite reliability considerations, and the rationale for retaining or removing individual indicators. The appendix also reports the final set of retained indicators for all constructs, ensuring traceability between the initial, intermediate, and final measurement models.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-12
DOI
https://doi.org/10.5281/zenodo.22724953
Primary Topic
AI and HR Technologies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

From Automation to Augmentation: How AI Reshapes Human Resource Slack in Algerian Telecommunications Companies

M C
Zenodo (CERN European Organization for Nuclear Research)
AI and HR Technologies
article

From Automation to Augmentation: How AI Reshapes Human Resource Slack in Algerian Telecommunications Companies

M C
article en

Abstract

This supplementary document accompanies the article “From Automation to Augmentation: How AI Reshapes Human Resource Slack in Algerian Telecommunications Companies.” The document contains two appendices. Appendix A reproduces the questionnaire administered to respondents, including demographic and organizational information and the measurement items used to assess Future AI Automation Intensity (AUT), AI Augmentation Intensity (AUG), Future Human Resource Slack/Workforce Underutilization (SLK), AI-Related Job Insecurity (AJI), and Organizational Enablers (ENB), using a seven-point Likert scale. Appendix B documents the refinement of the PLS-SEM measurement model, including the staged indicator-removal procedure, loading-based decisions, changes in average variance extracted (AVE), composite reliability considerations, and the rationale for retaining or removing individual indicators. The appendix also reports the final set of retained indicators for all constructs, ensuring traceability between the initial, intermediate, and final measurement models.

Zenodo (CERN European Organization for Nuclear Research)
University of Boumerdes (DZ)
Decent work and economic growth
Openalex Percentile: Top 4%
AI and HR Technologies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

From Automation to Augmentation: How AI Reshapes Human Resource Slack in Algerian Telecommunications Companies — M C · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS