Retail trade volume · Poland

Poland retail trade volume forecast

Retail trade volume (index 2021=100, monthly, seasonally and calendar adjusted)

monthlyUnit: Index 2021=100, monthly, seasonally and calendar adjustedData through Aug 2026

Model run: Sep 30, 2026 · TimesFM 2.5

12 months forecast · Aug 2027

118.9

Median forecast · p10-p90: 113.6 to 123.1

Latest observed: 113.4 · Aug 2026

Choose a horizon

The median and range update together.

History & forecast

White: observed history. Blue: forecast median. Shaded: p10-p90 model range.

105110115120125202220232024202520262027HistoryForecast3M114.56M115.812M118.9
105110115120125202220242026HistoryForecast

All values in Index 2021=100, monthly, seasonally and calendar adjusted

Model validation

HorizonTestsModel errorModelNo-change errorNo changeBand coverageCoverage
3 months581.51.491.4%
6 months551.91.998.2%
12 months492.52.695.9%

In these tests the model beat a no-change forecast at 1 of 3 horizons; no change was better or equal at the rest. Rolling backtests of this model on the latest revised history; overlapping forecast errors are not independent. The p10-p90 band is a model range, not a calibrated guarantee. Methodology · Forecast audit

Evidence & context

Source data

Source & observed data

DateValueChange
Aug 2026113.4−0.70%
Jul 2026114.2−0.35%
Jun 2026114.6+0.61%
May 2026113.9+1.97%
Apr 2026111.7−1.06%
Mar 2026112.9+2.92%
Feb 2026109.7−2.23%
Jan 2026112.2+0.36%
Dec 2025111.8+0.45%
Nov 2025111.3−0.98%
Oct 2025112.4+1.26%
Sep 2025111.0−0.09%

Sources & limits

Source: Eurostat · sts_trtu_m?unit=I21&s_adj=SCA&indic_bt=VOL_SLS&nace_r2=G47. Methodology · Forecast audit

Historical context

Outside the model

What could change this forecast?

The watchlist

A small, dated reading list. TimesFM sees the data series, not these stories. This context is not a trading signal.

No recent item selected for this series. We would rather leave this quiet than fill it with a weak match.

Selected for relevance, not a claim of causation. Source dates stay visible. Original reporting remains with its publisher.

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