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. 2021 Jan 29;141:105405. doi: 10.1016/j.worlddev.2021.105405

Table 3.

Differences in severity of COVID-19 impact, by sector and value chain.

Firms reporting considerable or severe impact on firm operations
Firms reporting stable or increased production
Percentage P Percentage P
All Firms 56.1% 25.3%
By sector
Processing 60.2% 0.061 52.7% 0.162
Crop farming 66.7% 0.023 18.3% 0.154
Livestock farming 54.0% 0.744 9.7% 0.199
Retail 65.9% 0.090 22.6% 0.501
Distribution 55.8% 0.920 46.2% 0.047
Business advisory services 45.7% 0.192 18.3% 0.001
Input provider 59.1% 0.773 5.4% 0.771
Aggregator 50.0% 0.480 10.8% 0.294
Wholesale, trading, export/import 66.7% 0.519 2.2% 0.828
Catering and food service 100.0% 0.005 2.2% 0.694
By value chain
Grains 55.7% 0.907 38.7% 0.482
Roots & Tubers 64.1% 0.159 20.4% 0.379
Nuts & seeds 54.4% 0.794 18.3% 0.053
Legumes 67.4% 0.089 17.2% 0.206
Meat & poultry 60.0% 0.553 15.1% 0.642
Fish 47.8% 0.123 9.7% 0.009
Dairy 66.7% 0.081 19.4% 0.239
Eggs 64.7% 0.184 16.1% 0.471
Vegetables 63.3% 0.053 34.4% 0.684
Fruit 55.4% 0.876 28.0% 0.457
Condiments, sweeteners, spices & oils 59.3% 0.734 8.6% 0.594
Beverages 50.0% 0.663 5.4% 0.186
Animal feed 50.0% 0.861 0.0% 0.409
Baked goods & other ready-to-eat foods 63.2% 0.526 6.5% 0.521

Note: p-value refers to the Pearson Chi-squared test statistic; values in bold have p < 0.10