Stop digging through annual-report PDFs. Revenue, net margin and operating cash flow side by side across 13 listed African and MENA names, updated as new filings land.
Revenue across fiscal years per company. Filters out null/zero revenue + pre-2018 rows. Note currency mixes across companies (KES/NGN/TZS/USD/AED) — comparing trends within a company is the meaningful read.
Average net margin % per company. Clamped to [-100, 100] to drop garbage rows (some pdf cells leak placeholder 100/—100 values).
Total equity / total assets % per company. Filtered to (0, 100] to drop the LLM-leaked placeholder values that fall outside a valid ratio.
Stop digging through annual-report PDFs. Revenue, net margin and operating cash flow side by side across 13 listed African and MENA names, updated as new filings land.
Revenue across fiscal years per company. Filters out null/zero revenue + pre-2018 rows. Note currency mixes across companies (KES/NGN/TZS/USD/AED) — comparing trends within a company is the meaningful read.
Average net margin % per company. Clamped to [-100, 100] to drop garbage rows (some pdf cells leak placeholder 100/—100 values).
Total equity / total assets % per company. Filtered to (0, 100] to drop the LLM-leaked placeholder values that fall outside a valid ratio.