Aspiring Data Science

#timeseries

Отличный список, подписываюсь под почти каждым пунктом.

Red Flag #1: “Transformers worked in NLP and vision, so of course they’ll work for time series”
Red Flag #2: Confusing accuracy with business value
Red Flag #3: Believing more data automatically improves forecasts
Red Flag #4: Not stress-testing for regime shifts
Red Flag #5: Ignoring forecast stability
Red Flag #6: Confusing forecasting with generic prediction
Red Flag #7: Treating forecasting as one-size-fits-all
Red Flag #8: Neglecting benchmarking against simple models
Red Flag #9: Underestimating data leakage in time series
Red Flag #10: Overconfidence in black-box models
Red Flag #11: Thinking forecasting is a solo sport
Red Flag #12: Ignoring the forecast horizon

Жирным выделил самые, на мой взгляд, важные.

https://valeman.medium.com/avoiding-forecasting-pitfalls-in-2025-12-red-flags-when-hiring-data-scientists-579fe25c01b3

Medium

🚩 Avoiding Forecasting Pitfalls in 2025: 12 Red Flags When Hiring Data Scientists

From Transformer hype to time series traps: the subtle mistakes that reveal who doesn’t get forecasting.

www.tgoop.com/AspiringDataScience/2652

99 viewsAnatoly Alekseev, edited  Sep 5 at 17:09

#timeseries

Отличный список, подписываюсь под почти каждым пунктом.

Red Flag #1: “Transformers worked in NLP and vision, so of course they’ll work for time series”
Red Flag #2: Confusing accuracy with business value
Red Flag #3: Believing more data automatically improves forecasts
Red Flag #4: Not stress-testing for regime shifts
Red Flag #5: Ignoring forecast stability
Red Flag #6: Confusing forecasting with generic prediction
Red Flag #7: Treating forecasting as one-size-fits-all
Red Flag #8: Neglecting benchmarking against simple models
Red Flag #9: Underestimating data leakage in time series
Red Flag #10: Overconfidence in black-box models
Red Flag #11: Thinking forecasting is a solo sport
Red Flag #12: Ignoring the forecast horizon

Жирным выделил самые, на мой взгляд, важные.

https://valeman.medium.com/avoiding-forecasting-pitfalls-in-2025-12-red-flags-when-hiring-data-scientists-579fe25c01b3

BY Aspiring Data Science