What the French press says about prices, measured every month.

More than a million press articles, read by machine-learning models and turned into a monthly indicator of inflation perceptions and expectations. The Banque de France publishes it as an official statistical series.

Research by Marwan Menaa and co-authors at the Banque de France. Forthcoming in the International Journal of Central Banking.

How a month of French news is scoredIllustrative headlines
  1. Les prix de l'énergie repartent à la hausse cet hiverEnergy prices climb again this winterPrices rising
  2. Le prix Goncourt récompense un premier romanThe Goncourt prize goes to a first novelNot about prices
  3. Les loyers augmentent plus vite que les salairesRents rise faster than wagesPrices rising
  4. L'inflation ralentit grâce à la baisse des carburantsInflation slows as fuel prices fallPrices falling
  5. Les prix à la consommation restent stables en octobreConsumer prices hold steady in OctoberStable
  6. Le panier de courses coûte plus cher qu'il y a un anThe weekly shop costs more than a year agoPrices rising
3 rising1 falling5 about prices
Balance of opinion+40

Two decades of price talk in France

The press indicator next to what households say they expect, from January 2004 to September 2026.

Press indicator and households' expected inflation, France

CSV
Purple, left axis: press indicator, smoothed. Red, right axis: European Commission consumer survey, expected price trends over the next 12 months (balance). Shaded: major price episodes. Sources: Banque de France (Webstat, series PAI, last updated 2026-10-12); Eurostat and European Commission consumer survey.
Show the data as a table
MonthPress indicator, smoothedPress indicator, rawEC survey, expected inflationHICP, % y/y
2026-093.173.5836.13.4
2026-082.792.1432.32.6
2026-073.123.4318.62.4
2026-062.832.0628.22
2026-053.232.9942.62.8
2026-043.294.7512.5
2026-032.344.8140.32
2026-020.820.6201.1
2026-011.050.6230.4
2025-121.391.3823.50.7
2025-111.442.5820.90.8
2025-100.81.4119.60.8
2025-090.510.9121.11.1
2025-080.380.58240.8
2025-070.370.6520.30.9
2025-060.330.9311.50.9
2025-050.080.1814.10.6
2025-040.190.0915.30.9
2025-030.390.3614.50.9
2025-020.510.929.60.9
2025-010.371.2991.8
2024-12-0.10.1919.21.8
2024-11-0.130.4813.41.7
2024-10-0.360.074.81.6
2024-09-0.44-0.4-1.11.4
2024-08-0.28-0.33-1.22.2
2024-07-0.090.053.32.7
2024-06-0.02-0.184.62.5
2024-050.22-0.16.32.6
2024-040.530.348.72.4
2024-030.750.3982.4
2024-021.070.612.43.2
2024-011.431.313.73.4
2023-121.551.694.1
2023-111.550.997.83.9
2023-101.931.5512.84.5
2023-092.172.3311.85.7
2023-082.061.9585.7
2023-072.132.27-4.85.1
2023-062.041.90.25.3
2023-052.120.6113.36
2023-043.052.5627.36.9
2023-033.293.2140.56.7
2023-023.283.0936.97.3
2023-013.32.9436.27
2022-123.422.9242.16.7
2022-113.623.2740.27.1
2022-103.723.3343.47.1
2022-093.843.7742.86.2
2022-083.753.4236.36.6
2022-073.823.4443.16.8
2022-063.913.3646.66.5
2022-054.113.6351.45.8
2022-044.254.0557.25.4
2022-034.23.8466.45.1
2022-024.27434.84.2
2022-014.264.4639.83.3
2021-123.973.9363.4
2021-113.873.6335.83.4
2021-103.894.0246.53.2
2021-093.674.1734.22.7
2021-083.233.4831.92.4
2021-072.993.91311.5
2021-062.353.17281.9
2021-051.832.1230.21.8
2021-041.672.72231.6
2021-031.051.6720.31.4
2021-020.741.6516.80.8
2021-010.280.7616.90.8
2020-120.111.114.60
2020-11-0.350.2721.20.2
2020-10-0.55-0.1616.30.1
2020-09-0.6-0.4613.30
2020-08-0.490.718.30.2
2020-07-1.04-0.2720.50.8
2020-06-1.29-1.125.90.2
2020-05-1.16-1.1536.30.4
2020-04-0.93-2.0140.80.4
2020-03-0.06-2.0428.50.8
2020-021.311.0424.91.6
2020-011.530.7927.11.7
2019-122.022.5925.41.6
2019-111.662.1625.21.2
2019-101.391.0628.40.9
2019-091.632.5423.91.1
2019-081.110.5425.51.3
2019-071.530.8823.91.3
2019-061.961.2524.71.4
2019-052.42.3822.61.1
2019-042.382.259.41.4
2019-032.441.3425.31.3
2019-023.083.1429.21.5
2019-012.971.5713.11.4
2018-123.763.1726.21.9
2018-113.994.2133.92.2
2018-103.74.0734.52.5
2018-093.353.2531.12.5
2018-083.313.0424.92.6
2018-073.383.5324.62.6
2018-063.182.9725.72.3
2018-053.223.7825.72.3
2018-042.791.9620.51.8
2018-033.232.2924.61.7
2018-023.723.2427.41.3
2018-013.894.36311.5
2017-123.464.418.71.2
2017-112.792.36211.2
2017-102.993.21241.2
2017-092.782.7518.11.1
2017-082.742.6513.71
2017-072.743.513.50.8
2017-062.222.0170.8
2017-052.332.178.60.9
2017-042.412.5415.41.4
2017-032.31.8918.41.4
2017-022.542.5417.21.4
2017-012.52.7524.31.6
2016-122.313.47200.8
2016-111.582.529.60.7
2016-101.041.7211.20.5
2016-090.690.9412.20.5
2016-080.640.5712.40.4
2016-070.781.21100.4
2016-060.611.89.40.3
2016-05-0.020.685.10.1
2016-04-0.30.286.9-0.1
2016-03-0.490.177.9-0.1
2016-02-0.7-0.798.4-0.1
2016-01-0.45-0.969.70.3
2015-120.04-0.5112.60.3
2015-110.530.89.70.1
2015-100.481.190.1
2015-090.21-0.127.60.1
2015-080.550.32120.1
2015-070.811.65100.2
2015-060.381.257.50.3
2015-05-0.030.74.10.3
2015-04-0.320.222.30.1
2015-03-0.480.161.80
2015-02-0.68-1.063.8-0.3
2015-01-0.25-1.099-0.4
2014-120.43-0.0310.30.1
2014-110.820.4814.20.4
2014-101.121.0518.60.5
2014-091.231.8715.10.4
2014-080.91.1412.40.5
2014-070.840.5315.30.6
2014-061.121.8714.50.6
2014-050.730.9317.40.8
2014-040.70.6615.50.8
2014-030.830.5719.40.8
2014-021.080.2925.41.1
2014-011.620.6433.10.8
2013-122.263.8530.90.8
2013-111.261.1228.30.8
2013-101.41.09260.7
2013-091.640.8825.21
2013-082.142.8227.91
2013-071.712.3627.81.2
2013-061.342.3225.81
2013-050.791.2525.30.9
2013-040.60.7225.30.8
2013-030.630.0331.71.1
2013-021.110.5927.31.2
2013-011.490.8832.61.3
2012-121.912.6531.41.5
2012-111.460.8733.31.6
2012-101.861.632.12.1
2012-092.032.4832.22.2
2012-081.751.1331.52.4
2012-072.152.7521.42.2
2012-061.772.1913.82.2
2012-051.540.9912.92.3
2012-041.911.125.52.4
2012-032.42.227.52.6
2012-022.51.9235.92.6
2012-012.822.57342.6
2011-122.923.6533.32.7
2011-112.412.2632.12.7
2011-102.471.9928.22.5
2011-092.732.4835.52.4
2011-082.831.56362.4
2011-073.542.7929.42.1
2011-063.892.9130.12.3
2011-054.353.3332.22.2
2011-044.84.7941.72.2
2011-034.64.4339.92.2
2011-024.514.3838.21.8
2011-014.44.9532.42
2010-123.894.4928.12
2010-113.383.2525.51.8
2010-103.363.2321.41.8
2010-093.343.7620.91.8
2010-082.994.123.71.6
2010-072.232.7317.81.9
2010-061.913.0217.91.7
2010-051.241.0317.91.9
2010-041.422.0314.41.9
2010-031.092.4510.31.8
2010-020.340.269.61.4
2010-010.50.913.21.2
2009-120.372.038.41
2009-11-0.520.0270.5
2009-10-0.660.116.9-0.2
2009-09-0.940.065-0.4
2009-08-1.34-0.57-7.1-0.2
2009-07-1.56-0.59-4.1-0.8
2009-06-1.89-1.22-4.1-0.6
2009-05-2.01-1.45-8.7-0.3
2009-04-2.05-1.99-7.10.1
2009-03-1.79-1.85-4.50.4
2009-02-1.48-1.113.61
2009-01-1.44-1.42.10.8
2008-12-1.22-1.8731.2
2008-11-0.58-27.71.9
2008-100.49-1.66163
2008-091.910.42103.4
2008-082.841.818.13.5
2008-073.422.6324.14
2008-063.793.81234
2008-053.653.8917.33.7
2008-043.393.4917.23.4
2008-033.222.6211.63.5
2008-023.53.1724.13.2
2008-013.593.0433.93.2
2007-123.814.1625.82.8
2007-113.473.6738.52.6
2007-103.232.9831.12.1
2007-093.32.95351.6
2007-083.423.6928.81.3
2007-073.153.2322.61.2
2007-063.023.41171.3
2007-052.72.218.51.2
2007-042.952.9914.61.3
2007-032.862.6614.71.2
2007-022.923.3113.21.2
2007-012.622.8814.71.4
2006-122.412.2617.21.7
2006-112.482.1718.51.6
2006-102.631.51171.2
2006-093.272.1418.21.5
2006-083.873.8819.52.1
2006-073.733.2820.82.2
2006-063.873.2218.22.2
2006-054.134.1122.52.3
2006-043.994.3512.62
2006-033.623.8416.21.7
2006-023.363.0915.41.9
2006-013.433.0315.22.2
2005-123.573.11171.8
2005-113.733.4118.91.7
2005-103.84.1320.42
2005-093.473.0412.62.3
2005-083.623.8615.42
2005-073.363.5918.21.8
2005-063.112.8712.61.8
2005-053.183.2815.91.7
2005-043.032.7214.42
2005-033.153.7512.62.1
2005-022.692.9113.11.9
2005-012.512.3101.7
2004-122.62.267.42.2
2004-112.773.0212.62.2
2004-102.563.2752.3
2004-092.081.4412.62.2
2004-082.472.0910.92.6
2004-072.672.769.12.6
2004-062.572.2615.22.7
2004-052.713.4215.22.8
2004-042.233.018.92.4
2004-031.741.7811.71.9
2004-021.730.6912.61.9
2004-012.391.8715.22.2

Latest reading: September 2026

A higher value means more articles report rising prices than falling prices. The average since 2004 is 1.90.

Press indicator, smoothed
3.17

+2.66 from a year earlier

Press indicator, raw
3.58

Before smoothing

Articles about prices
2,954

Monthly average since 2004: 1,299

How much the press talks about prices

The number of articles about prices measures media attention to inflation, separately from its direction.

Press articles about prices and the press indicator, France

CSV
Bars, left axis: monthly number of press articles about prices. Lines, right axis: press indicator, raw and smoothed. Sources: Banque de France (Webstat, series PAI, last updated 2026-10-12); Eurostat and European Commission consumer survey.

How the indicator is built

Full methodology

  1. Collect

    More than one million articles from 30 French national and regional newspapers, magazines and news agencies.

  2. Select

    Keep the articles that use the vocabulary of prices and inflation.

  3. Filter

    Remove other meanings of the same words, such as literary prizes, so only consumer prices remain.

  4. Classify

    A supervised machine-learning model labels each article: prices rising, falling or stable.

  5. Aggregate

    A monthly balance of opinions, plus the number of articles as a measure of media attention.

  6. Validate

    Compared with the European Commission household survey and with HICP inflation.

International Journal of Central Banking, forthcoming

Using the Press to Construct a New Indicator of Inflation Perceptions in France

Olivier de Bandt, Jean-Charles Bricongne, Julien Denes, Alexandre Dhenin, Annabelle de Gaye, Marwan Menaa

  • More than one million articles from 30 French national and regional newspapers, magazines and news agencies are turned into a monthly indicator.
  • Supervised machine learning labels each article by the direction of prices it reports: rising, falling or stable.
  • The indicator moves closely with households' inflation expectations in the European Commission survey and with headline HICP inflation.
  • It helps forecast inflation one quarter ahead in a Phillips curve framework.