R03 · Grade C · inherited record
SODECOTON
Inherited evidence R03
Company profile: more than 220,000 cotton producers supported in northern Cameroon; nine ginning plants; two oil mills.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R09 · Grade C · inherited record
Ecofin Agency
Inherited evidence R09
Camtext SA integrated cotton-to-textile project, US$300 million (180 billion XAF); Panafritex and Arise with SODECOTON, CNPS and Marlo; 12 November 2025.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R10 · Grade C · inherited record
Ecofin Agency
Inherited evidence R10
Camtext SA: 12,000 t a year processed; about 12,000 jobs at the Dibamba hub and 3,000 at Garoua; return on investment near 11 years; optimal capacity around 2033.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R14 · Grade C · inherited record
WageIndicator
Inherited evidence R14
Cameroon minimum wage (SMIG) XAF 41,875 a month in 2023, raised to XAF 43,969 a month from 23 February 2024, about US$76, a rise of 5 percent.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R15 · Grade C · inherited record
wage.is
Inherited evidence R15
Average salary across sectors in Cameroon about US$359 a month.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R16 · Grade C · inherited record
WageIndicator
Inherited evidence R16
Informal share of employment about 90 percent; standard 40-hour week, 48-hour maximum, overtime at 1.2 times.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R27 · Grade B · inherited record
McKinsey, The State of Fashion 2025
Inherited evidence R27
AI at scale in fashion: inventory cost down 35 to 40 percent; forecast accuracy up 20 to 30 percent; revenue per customer up 15 to 25 percent; forecast errors cut 20 to 50 percent; lost sales down up to 65 percent; 75 percent of executives prioritising; sector operating-profit potential US$150 to 275 billion over three to five years.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R29 · Grade C · inherited record
MDPI; industry inspection literature
Inherited evidence R29
Manual defect inspection 60 to 70 percent accurate, missing 20 to 30 percent of defects; computer vision above 90 percent across more than 40 defect types; line-scan inspection up to 60 metres a minute.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R32 · Grade C · inherited record
Wise; XE
Inherited evidence R32
CFA franc to US dollar reference rates; franc pegged to the euro at 655.957. The GFT study's method note places the franc near 590 to 610 per US dollar across the 2023 study window and near 563 to 577 more recently, and treats currency conversions as estimates.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
c11-S01 · Grade B
University of Warwick Department of Economics (RePEc)
Challenges of Change: An Experiment Training Women to Manage in the Bangladeshi Garment Sector
We examine a context in which nearly 80 percent of production line workers are female, but 95 percent of supervisors are male.
2015. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S02 · Grade B
National University of Singapore Department of Economics (STITCH)
(Mis)allocation of Managerial Training Within the Firm
Productivity on lines managed by treated supervisors increased by 7.3% during training relative to control, and remained 5.8% higher relative to control six months after program completion.
2021-10. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S03 · Grade B
National University of Singapore Department of Economics (STITCH)
(Mis)allocation of Managerial Training Within the Firm (Heterogeneity Analysis)
These gains exhibit substantial heterogeneity across FFM rankings: lines managed by highly recommended supervisors showed nearly zero impact on productivity, while lines managed by supervisors with low recommendation rankings showed impacts of more than 11%.
2021-10. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S04 · Grade B
National Bureau of Economic Research (NBER)
Management and Shocks to Worker Productivity (Working Paper 25865)
Managers respond by reassigning workers to tasks in which they perform better on average during shocks.
2019-05. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S06 · Grade A
International Labour Organization (ILO)
Skills for Trade and Economic Diversification in Ethiopia: A background paper for drafting of a Sector Skills Strategy for the Garment sector in Ethiopia
The existence of inexperienced managers, technicians, supervisors, weak human resource management capacities and resistance to change has reduced the overall productivity of the sector.
2019-08-26. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S08 · Grade A
International Labour Organization (ILO)
Skills for Trade and Economic Diversification in Ethiopia: Occupational Structure of Garment Firms
Specifically, on average about 4.4%, 8.7%, 45.9%, 20.3% and 16.3% of firm workers are managers, technicians, skilled production workers, unskilled production workers and non-production workers respectively (AACCSA, 2014).
2019-08-26. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S09 · Grade B
Open African Innovation Research (OpenAIR)
Foreign Direct Investment (FDI) and Learning in Ethiopia's Textile and Garment Sector (Working Paper 25)
The results show that foreign firms tend to neglect training and technology transfer beyond what is strictly necessary for their operations.
2021-02-17. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S10 · Grade B
Open African Innovation Research (OpenAIR)
Foreign Direct Investment (FDI) and Learning in Ethiopia's Textile and Garment Sector: Cost of Foreign Technicians
These authors highlight that the cost of hiring foreign technicians is high, and many domestic firms cannot cover this cost, resulting in limited access to technical knowledge by local firms (Abebe & Sonobe, 2012).
2021-02-17. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S11 · Grade B
Roskilde University Centre for African Economies (CAE)
Made in Ethiopia: The Emergence and Evolution of the Ethiopian Apparel Export Sector (CAE Working Paper 2017:3)
Nevertheless, labor productivity is still low by international standards, making labor in Ethiopia relatively expensive in terms of productivity even though labor costs are very low.
2017. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S13 · Grade B
SOAS University of London (IDCEA Project)
Researching Chinese Firms and Employment Dynamics in Sub-Saharan Africa
According to evidence collected through interviews with managers and HR departments in selected companies in target sectors, most jobs created for national workers in Ethiopia and Angola are in the low-skilled or semi-skilled categories.
2018. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S14 · Grade A
World Bank and International Finance Corporation (IFC)
Creating Markets in Madagascar for Inclusive Growth: Country Private Sector Diagnostic
Skills acquired in the apparel industry, such as lean manufacturing, environmental compliance, and assembly line work, are transferable and will encourage the growth of other sectors.
2021-12. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S18 · Grade A
World Bank (International Development Association)
Cameroon Secondary Education and Skills Development Project Appraisal Document (Report No. PAD3439, P170561)
First, skills needs of the relevant industry are assessed, including skills mix, needs and gaps, specific tasks at each skill level, types of occupation, and projected human resources needs in industry/sector.
2020-07. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S20 · Grade A
ILO and IFC Better Work
Progress and Potential: How Better Work is improving garment workers' lives and boosting factory competitiveness
The SST programme increased the productivity of lines supervised by trained supervisors, as it reduced the time needed to reach production targets, resulting in a 22 per cent increase in productivity.
2016-09. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S21 · Grade A
International Labour Organization (ILO)
SCORE Project: ILO presents the impacts on productivity and working conditions in SMEs in Brazil's Garment Sector
Among the key results: subcontracted sewing workshops reported a 15 per cent average increase in productivity and a 12 per cent reduction in rework rates, according to data collected by SENAI.
2024. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S22 · Grade A
Better Work (ILO and IFC)
Improving the garment industry through supervisors
Through hands-on exercises, group discussion and individual reflection, the session provides knowledge of worker rights, supervisor responsibilities and professionalism in the workplace.
2018. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S23 · Grade A
International Labour Organization (ILO)
Progress and potential: Improved working conditions in the apparel industry make workers' lives better and businesses stronger
The analysis showed that production lines overseen by Supervisory Skills-trained female line supervisors increased factory productivity by 22 per cent, when compared to lines overseen by supervisors who had not yet received such training.
2016-09-26. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S24 · Grade A
World Bank
Lao PDR: Labour standards and productivity in the garments export sector (Report No. 70809-LA)
The sector appears to be stuck in a low equilibrium trap with worker dissatisfaction driving high worker turnover, which in turn drives low capacity utilization, investment in workforce skills upgrading and training and productivity.
2012. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S27 · Grade B
American Economic Association (AEJ: Applied Economics)
The Impacts of Industrial and Entrepreneurial Work on Income and Health: Experimental Evidence from Ethiopia
The entrepreneurship program raised earnings 33 percent and provided steadier hours.
2018-07. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S31 · Grade B
Hawassa University (Ethiopian Journal of Engineering and Technology)
Sewing Line Efficiency Improvement Using Line Balancing Methods for Case of JP Garment
Line balancing in the garment industry is one of the responsibilities of industrial engineers to improve the efficiency of sewing lines by leveling the output of every operation.
2023. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S32 · Grade B
arXiv / City University of Hong Kong
Line Balancing in the Modern Garment Industry (arXiv:2502.00455)
By utilizing industrial engineering study in line balancing of garment manufacturing, companies can optimize their production processes, reduce lead times, improve resource utilization, and enhance overall efficiency.
2025-02. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S33 · Grade C
AllAfrica / Inter Press Service
Cameroon: Garoua Textile Centre Takes Early Steps To Train Young Women
Still operating on a modest scale, Gaaraadji is creating incomes, developing scarce textile skills and showing how Cameroon could process more of one of its most important crops at home.
2026-09-03. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S35 · Grade C
Online Clothing Study
Operator Training and Deployment in Apparel Industry - A Systemic View
If correctly deployed and resourced, trainers will reduce training times for recruits and will also improve the performance levels of existing low-performing workers both in terms of output and quality.
2019. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S36 · Grade C
Online Clothing Study
What is Skill Matrix for Sewing Operator?
Skill Matrix is a chart or a database where operator's past performances on various operations are recorded in a systematic way for the future reference.
2012-03-03. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S37 · Grade C
Fibre2Fashion
Traffic Light System for Quality Inspection in Garment Industry
A traffic light system on the sewing floor helps detect defects early, addressing rework issues and improving production efficiency.
2013. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S38 · Grade C
IBM
What is Mean Time to Repair (MTTR)?
By tracking MTTR across normal operations, the company can identify trends, improve their repair processes and reduce downtime, ultimately improving their bottom line.
2024. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S39 · Grade C
TextileSchool
Textile Machinery Maintenance and Downtime Calculations
It covers preventive, predictive, and corrective maintenance strategies, alongside calculations for downtime percentage, cost of downtime, Mean Time Between Failures (MTBF), and Mean Time to Repair (MTTR).
2025. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S40 · Grade A
International Labour Organization (ILO)
Safety and health in textiles, clothing, leather and footwear: ILO code of practice
Chapter 14 concerns the competence and training of managers, workers and contractors and Chapter 15 contains guidance on personal protective equipment (PPE).
2022. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S42 · Grade A
International Labour Organization (ILO)
State of Skills: Cameroon
In 2014, the informal sector was the main source of employment for almost 9 out of 10 workers (89.5%), i.e. 86% of males and 93.2% of females.
2020. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S1101 · Grade B
Innovations for Poverty Action (IPA)
Challenges of Change: An Experiment Promoting Women to Managerial Roles in the Bangladeshi Garment Sector
Three sets of results emerge: (i) extensive diagnostic testing at baseline reveal few skill differences between marginal female and male supervisor candidates; (ii) initially, marginal female candidates have lower productivity and evaluations from sub-ordinate workers, though after four to six months, these gaps disappear; and (iii) the share of the female candidates retained as line supervisor after the trial is significantly higher than the share of female supervisors in the factories at baseline.
2020-07-01. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S1102 · Grade B
International Growth Centre (IGC)
Gender Empowerment and Productivity in the Garment Sector (Project Memo)
Though evidence from surveys and management exercises suggests the female trainees are as or more effective than the male trainees, promotion rates for the female trainees (55%) are significantly lower than promotion rates for male trainees (85%).
2015. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c11-S1103 · Grade B
Open African Innovation Research (OpenAIR)
Foreign Direct Investment (FDI) and Learning in Ethiopia's Textile and Garment Sector: Local Management Training Delay
Local management employees' training is not provided during the first six months of employment at the factory, as they first need to get acquainted with the industry's dynamics before receiving any training (Interview, MEPHC).
2021-02-17. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗