R01 · Grade C · inherited record
Business in Cameroon
Inherited evidence R01
Cameroon seed-cotton production 2022-2024: 330,000 t (2022), 314,455 t (2023), about 340,000 t (2024).
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R02 · Grade C · inherited record
Fibre2Fashion; Business in Cameroon
Inherited evidence R02
2025 seed-cotton projection above 350,000 t.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
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.
R04 · Grade C · inherited record
Financial Fortune Media
Inherited evidence R04
SODECOTON injects roughly US$100 million a year into rural communities.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R05 · Grade C · inherited record
Ecofin Agency
Inherited evidence R05
CFA-zone cotton output 2.3 million t in 2024/25, down 11.5 percent.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R06 · Grade C · inherited record
Cameroon Trade Hub
Inherited evidence R06
About 95 percent of cotton fibre exported raw against 5 percent processed locally; industrialisation target of 50 percent local processing.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R07 · Grade C · inherited record
Ecofin Agency
Inherited evidence R07
SND30 restates the 50 percent local-processing target by 2030.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R08 · Grade C · inherited record
Business in Cameroon
Inherited evidence R08
Announced SODECOTON and CICAM merger to create a cotton-textile industrial pole targeted by 2030.
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.
R11 · Grade C · inherited record
Business in Cameroon; MMI News
Inherited evidence R11
CICAM market share from about 85 percent three decades ago to about 5 percent today.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R12 · Grade C · inherited record
Business in Cameroon
Inherited evidence R12
CICAM capacity utilisation, July 2023 report: Garoua 33.7 percent, CICAM 1 48.9 percent, CICAM 2 10.83 percent; underutilisation cost about CFAF 2 billion in 2020.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R13 · Grade C · inherited record
Business in Cameroon; MMI News
Inherited evidence R13
CICAM restructuring cost estimate CFAF 30.7 to 48.2 billion; one relaunch plan cited at 70.2 billion.
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.
R18 · Grade B · inherited record
Congressional Research Service IF10149; AGOA (Wikipedia)
Inherited evidence R18
AGOA: Cameroon terminated effective 1 January 2020 for gross human-rights violations; remained ineligible; listed ineligible for calendar year 2025.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R23 · Grade C · inherited record
MacMap; AfCFTA
Inherited evidence R23
Textiles and clothing among unresolved AfCFTA tariff-line categories; 92.3 percent of lines agreed excluding vehicles, textiles and clothing.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R24 · Grade C · inherited record
Mordor Intelligence
Inherited evidence R24
Africa textile market about US$37.3 billion in 2025, projected US$49.41 billion by 2030 at 4.73 percent a year.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R25 · Grade C · inherited record
Market.us
Inherited evidence R25
Africa textile market to about US$72.7 billion by 2035 at 6.9 percent a year; fashion and apparel 48.1 percent of the market in 2024.
Publication date unrecorded. Inherited source-text record. The original publication has not been independently reopened for this web edition.
R26 · Grade C · inherited record
Statista
Inherited evidence R26
Cameroon clothing and footwear spend about US$94.70 a person in 2024 and about 8.0 pieces a person; apparel eCommerce revenue US$20.32 million (2023) to US$33.61 million (2027) at 13.41 percent a year; user penetration 18.0 percent (2023) to 22.7 percent (2027).
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.
c04-S01 · Grade B
InTech, International Journal of Engineering Business Management
Demand Forecasting in the Fashion Industry: A Review
This is especially the case in the fashion industry, where demand uncertainty, lack of historical data and seasonal trends usually coexist.
2013. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S02 · Grade B
arXiv
Fashion Retail: Forecasting Demand for New Items
To address this problem, we present a study of large scale fashion sales data and directly infer which clothing/footwear attributes and merchandising factors drove demand for those items.
2019-06-27. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S03 · Grade B
arXiv
Product age based demand forecast model for fashion retail
We have modeled sales of a fashion item in a store as a function of its age, attributes, selling price, temporal and store features.
2020-07-10. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S04 · Grade B
MDPI, Processes
Demand Forecasting for Multichannel Fashion Retailers by Integrating Clustering and Machine Learning Algorithms
Therefore, it is recommended that future researchers consider other external predictor variables such as holidays (school and business), commercially relevant events (Easter, Christmas), extraordinary events (e.g., a pandemic), and economic conditions when predicting demand for a more specific region or different sales channels.
2021-09-03. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S06 · Grade B
Lancaster University Management School, Munich Personal RePEc Archive
Retail forecasting: research and practice
Demand estimates using only sales data would result in a negative bias in demand estimates of the focal product.
2018-11-19. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S08 · Grade B
International Journal of Forecasting, Elsevier; full text through arXiv
Forecasting: theory and practice
In fact, there may be no historical observations at all for the item of interest, when judgmental methods must be used (e.g., time taken to complete construction of a new airport).
2022. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S09 · Grade B
PLOS ONE, Public Library of Science
Statistical and Machine Learning forecasting methods: Concerns and ways forward
Even Naive 2 (a seasonal Random Walk (RW) benchmark) is more accurate than half of the ML methods.
2018-03-27. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S10 · Grade B
International Journal of Forecasting, Elsevier; abstract through RePEc IDEAS
The M4 Competition: Results, findings, conclusion and way forward
The six pure ML methods performed poorly, with none of them being more accurate than the combination benchmark and only one being more accurate than Naïve2.
2018. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S12 · Grade B
International Journal of Forecasting, Elsevier; abstract through RePEc IDEAS
Another look at measures of forecast accuracy
Instead, we propose that the mean absolute scaled error become the standard measure for comparing forecast accuracy across multiple time series.
2006. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S13 · Grade B
scikit-learn
3.1. Cross-validation: evaluating estimator performance
Note that unlike standard cross-validation methods, successive training sets are supersets of those that come before them.
2026-10-30. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S24 · Grade B
arXiv
Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting
The TFT also uses specialized components for the judicious selection of relevant features and a series of gating layers to suppress unnecessary components, enabling high performance in a wide range of regimes.
2020-09-27. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S28 · Grade B
Journal of Industrial Ecology, Wiley
A hierarchical Bayesian regression model that reduces uncertainty in material demand predictions
Bayesian regression models permit the use of smaller datasets through hierarchical modeling (Vehtari et al., 2017) which allows sharing of information across heterogeneous sites.
2022-10-17. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S33 · Grade C
Google for Developers
Rules of Machine Learning: Best Practices for ML Engineering
If there is some change that improves log loss but degrades the performance of the system, look for another feature.
2025-08-25. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S34 · Grade B
Proceedings of the National Academy of Sciences
Predicting consumer behavior with Web search
We conclude that in the absence of other data sources, or where small improvements in predictive performance are material, search queries provide a useful guide to the near future.
2010. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S35 · Grade A
Board of Governors of the Federal Reserve System, Finance and Economics Discussion Series
The Effects of Weather on Retail Sales
Using monthly data on retail sales and weather data from the National Weather Service, I find that unusual weather has a modest but significant role in explaining monthly sales fluctuations.
2000. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S36 · Grade A
National Institute of Standards and Technology, U.S. Department of Commerce
Artificial Intelligence Risk Management Framework (AI RMF 1.0)
Human judgment should be employed when deciding on the specific metrics related to AI trustworthiness characteristics and the precise threshold values for those metrics.
2023. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S37 · Grade B
Cell Press, Patterns; open full text from PubMed Central
Leakage and the reproducibility crisis in machine-learning-based science
Data leakage is a spurious relationship between the independent variables and the target variable that arises as an artifact of the data collection, sampling, or pre-processing strategy.
2023-08-04. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S38 · Grade B
ACM Computing Surveys; open record from Bournemouth University
A Survey on Concept Drift Adaptation
Assuming a general knowledge of supervised learning in this paper we characterize adaptive learning process, categorize existing strategies for handling concept drift, discuss the most representative, distinct and popular techniques and algorithms, discuss evaluation methodology of adaptive algorithms, and present a set of illustrative applications.
2014-04-30. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S39 · Grade B
Neural Information Processing Systems Foundation, NIPS 2015
Hidden Technical Debt in Machine Learning Systems
Research solutions that provide a tiny accuracy benefit at the cost of massive increases in system complexity are rarely wise practice.
2015. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S40 · Grade C
Google Cloud Documentation
MLOps: Continuous delivery and automation pipelines in machine learning
Therefore, you need to track summary statistics of your data and monitor the online performance of your model to send notifications or roll back when values deviate from your expectations.
2024-08-28. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S41 · Grade A
United Nations Statistics Division, UN Comtrade Help Center
What are the data sources for UN Comtrade?
The data are sourced directly from countries and submitted to the United Nations Statistics Division.
2026-10-30. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S42 · Grade A
United Nations Statistics Division, UN Comtrade Help Center
Bilateral asymmetries
Bilateral trade asymmetries occur when the reported exports from country A to country B do not match the reported imports to country B from country A.
2026-10-30. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S43 · Grade A
International Trade Centre
Trade Map User Guide
Trade Map provides both values and quantities for the trade flows of goods.
2014. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S44 · Grade A
World Bank, World Development Indicators
Population, total
Total population is based on the de facto definition of population, which counts all residents regardless of legal status or citizenship.
2026-10-30. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S45 · Grade A
World Bank, World Development Indicators
GNI per capita (constant 2015 US$)
Gross national income is the total income earned by all residents within an economic territory during an accounting period.
2026-10-30. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S46 · Grade A
World Bank, World Development Indicators
Urban population (% of total population)
Urban population refers to people living in urban areas as defined by national statistical offices.
2026-10-30. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S47 · Grade A
Food and Agriculture Organization of the United Nations
Agricultural production statistics 2010-2024
The agricultural production domain covers data on crop and livestock commodities from production volumes to harvested areas and animal slaughtering rates up to 2024.
2025. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S0401 · Grade B
OTexts
Forecasting: Principles and Practice (3rd ed), Section 7.6: Forecasting with regression
Ex-ante forecasts are those that are made using only the information that is available in advance. Therefore in order to generate ex-ante forecasts, the model requires forecasts of the predictors.
2021-05-31. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S0402 · Grade B
arXiv
On the use of learning-based forecasting methods for ameliorating fashion business processes: A position paper
A plethora of business processes are involved in this large-scale industry, but due to the generally short life-cycle of clothing items, supply-chain management and retailing strategies are crucial for good market performance.
2022-11-09. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗c04-S0403 · Grade B
OTexts
Forecasting: Principles and Practice (3rd ed), Chapter 10: Dynamic regression models
For example, the effects of holidays, competitor activity, changes in the law, the wider economy, or other external variables, may explain some of the historical variation and may lead to more accurate forecasts.
2021-05-31. Register access date: 2026-10-30. Source provenance is supplied by the paper evidence register.
Open the recorded source ↗