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EPAM, risk-factor evolution

Item 1A (Risk Factors) year-over-year changes. Pre-computed at ingest time: paragraph adds/removes plus term-frequency cosine similarity between consecutive years.

📞 Earnings calls for EPAM on Subtext ↗

Section length over time

0319163829572127632016201720182019202020212022202320242025
  • Carried over
  • Newly added

Item 1A word count by fiscal year, split into text carried over from the prior year vs. newly added (from year-over-year diffs).

Year-over-year transitions

YearsSimilarityAddedRemovedSection length
20152016
1.00
+9991-105439991 wordsDiff →
20162017
1.00
+9963-99919963 wordsDiff →
20172018
0.99
+9273-99639273 wordsDiff →
20182020
0.99
+9435-92739435 wordsDiff →
20202021
1.00
+10024-943510024 wordsDiff →
20212022
1.00
+5726-522710523 wordsDiff →
20222023
1.00
+7243-645511311 wordsDiff →
20232024
0.99
+9805-995511161 wordsDiff →
20242025
1.00
+8132-769011603 wordsDiff →