Critical Fatigue Factors Among Indonesian Seafarers: A Delphi Consensus Study

Seafarer fatigue is multifactorial and a leading contributor to maritime accidents, yet we identified no study establishing which fatigue factors matter most for the Indonesian fleet, and maritime prioritisation studies rarely report indices that allow their consensus to be audited. A two-round modified Delphi study was conducted with ten Indonesian maritime experts drawn from maritime safety research, maritime academia, and senior seafaring. The panel rated 14 candidate fatigue factors, derived from the authors’ systematic review of 34 articles, on a 0–10 importance scale, and separately ranked the five factors most important for governance. Consensus was assessed through agreement on relevance, dispersion, inter-rater concordance, and per-rater stability, and was reported in line with the Accurate Consensus Reporting Document (ACCORD) reporting guideline. Agreement strengthened between rounds (Kendall’s W 0.557 to 0.648; both p < 0.001), and eight of ten raters showed moderate-to-strong rank stability. Nine factors reached full content validity and were retained, dominated by sleep and operational constructs; five environmental and organisational factors were classified as contextual. The exploratory governance ranking diverged from the importance ratings. The study delivers an ordered factor set endorsed by this expert panel rather than representative of the sector, separating what instrumented monitoring should measure from what policy should act on.

Authors

Institutions

Publication Details

Journal
Future Transportation
Published
2026-09-28
DOI
https://doi.org/10.3390/futuretransp6050211
Primary Topic
Maritime Navigation and Safety
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Critical Fatigue Factors Among Indonesian Seafarers: A Delphi Consensus Study

Ludfi Pratiwi Bowo, Maya Arlini Puspasari, Komarudin Komarudin, Henry B. H. Sitorus et al.
Future Transportation
Maritime Navigation and Safety
article

Critical Fatigue Factors Among Indonesian Seafarers: A Delphi Consensus Study

Ludfi Pratiwi Bowo, Maya Arlini Puspasari, Komarudin Komarudin, Henry B. H. Sitorus, Santika Sari
article en

Abstract

Seafarer fatigue is multifactorial and a leading contributor to maritime accidents, yet we identified no study establishing which fatigue factors matter most for the Indonesian fleet, and maritime prioritisation studies rarely report indices that allow their consensus to be audited. A two-round modified Delphi study was conducted with ten Indonesian maritime experts drawn from maritime safety research, maritime academia, and senior seafaring. The panel rated 14 candidate fatigue factors, derived from the authors’ systematic review of 34 articles, on a 0–10 importance scale, and separately ranked the five factors most important for governance. Consensus was assessed through agreement on relevance, dispersion, inter-rater concordance, and per-rater stability, and was reported in line with the Accurate Consensus Reporting Document (ACCORD) reporting guideline. Agreement strengthened between rounds (Kendall’s W 0.557 to 0.648; both p < 0.001), and eight of ten raters showed moderate-to-strong rank stability. Nine factors reached full content validity and were retained, dominated by sleep and operational constructs; five environmental and organisational factors were classified as contextual. The exploratory governance ranking diverged from the importance ratings. The study delivers an ordered factor set endorsed by this expert panel rather than representative of the sector, separating what instrumented monitoring should measure from what policy should act on.

Future TransportationVol. 6(5)
University of Indonesia (ID), Universitas Pembangunan Nasional Veteran Jakarta (ID), National Research and Innovation Agency (ID)
Life below water
Openalex Percentile: Top 16%
Maritime Navigation and Safety
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.

Critical Fatigue Factors Among Indonesian Seafarers: A Delphi Consensus Study — Ludfi Pratiwi Bowo, Maya Arlini Puspasari, et al. · Future Transportation (2026) | TGRS Research Map | TGRS