100+ datasets found
  1. Producer Price Index

    • catalog.data.gov
    Updated May 16, 2022
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    Bureau of Labor Statistics (2022). Producer Price Index [Dataset]. https://catalog.data.gov/dataset/producer-price-index-89292
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    Dataset updated
    May 16, 2022
    Dataset provided by
    Bureau of Labor Statisticshttp://www.bls.gov/
    Description

    The Producer Price Index (PPI) is a family of indexes that measures the average change over time in selling prices received by domestic producers of goods and services. PPIs measure price change from the perspective of the seller. This contrasts with other measures, such as the Consumer Price Index (CPI), that measure price change from the purchaser's perspective. Sellers' and purchasers' prices may differ due to government subsidies, sales and excise taxes, and distribution costs. There are three main PPI classification structures which draw from the same pool of price information provided to the BLS by cooperating company reporters: Industry classification. A Producer Price Index for an industry is a measure of changes in prices received for the industry's output sold outside the industry (that is, its net output). The PPI publishes approximately 535 industry price indexes in combination with over 4,000 specific product line and product category sub-indexes, as well as, roughly 500 indexes for groupings of industries. North American Industry Classification System (NAICS) index codes provide comparability with a wide assortment of industry-based data for other economic programs, including productivity, production, employment, wages, and earnings. Commodity classification. The commodity classification structure of the PPI organizes products and services by similarity or material composition, regardless of the industry classification of the producing establishment. This system is unique to the PPI and does not match any other standard coding structure. In all, PPI publishes more than 3,700 commodity price indexes for goods and about 800 for services (seasonally adjusted and not seasonally adjusted), organized by product, service, and end use. Commodity-based Final Demand-Intermediate Demand (FD-ID) System. Commodity-based FD-ID price indexes regroup commodity indexes for goods, services, and construction at the subproduct class (six-digit) level, according to the type of buyer and the amount of physical processing or assembling the products have undergone. The PPI publishes over 600 FD-ID indexes (seasonally adjusted and not seasonally adjusted) measuring price change for goods, services, and construction sold to final demand and to intermediate demand. The FD-ID system replaced the PPI stage-of-processing (SOP) system as PPI's primary aggregation model with the release of data for January 2014. The FD-ID system expands coverage in its aggregate measures beyond that of the SOP system by incorporating indexes for services, construction, exports, and government purchases. For more information, visit: https://www.bls.gov/ppi

  2. Additional analysis of the Producer Price Index (PPI) and Consumer Prices...

    • gov.uk
    Updated Dec 13, 2016
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    Office for National Statistics (2016). Additional analysis of the Producer Price Index (PPI) and Consumer Prices Index (CPI): Nov 2016 [Dataset]. https://www.gov.uk/government/statistics/additional-analysis-of-the-producer-price-index-ppi-and-consumer-prices-index-cpi-nov-2016
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    Dataset updated
    Dec 13, 2016
    Dataset provided by
    GOV.UKhttp://gov.uk/
    Authors
    Office for National Statistics
    Description

    Official statistics are produced impartially and free from political influence.

  3. t

    Core PPI MoM-2025-08-14

    • tipranks.com
    Updated Aug 14, 2025
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    (2025). Core PPI MoM-2025-08-14 [Dataset]. https://www.tipranks.com/calendars/economic/core-ppi-mom-6264
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    Dataset updated
    Aug 14, 2025
    Variables measured
    Actual, Forecast
    Description

    The Core Producer Price Index (PPI) MoM in the USA measures the monthly change in the selling prices received by domestic producers for their output, excluding food and energy prices due to their volatility.-2025-08-14

  4. Producer Price Index

    • kaggle.com
    zip
    Updated Sep 12, 2017
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    US Bureau of Labor Statistics (2017). Producer Price Index [Dataset]. https://www.kaggle.com/datasets/bls/producer-price-index
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    zip(30445848 bytes)Available download formats
    Dataset updated
    Sep 12, 2017
    Dataset provided by
    Bureau of Labor Statisticshttp://www.bls.gov/
    Authors
    US Bureau of Labor Statistics
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    Context

    The US Bureau of Labor Statistics monitors and collects day-to-day information about the market price of raw inputs and finished goods, and publishes regularized statistical assays of this data. The Consumer Price Index and the Producer Price Index are its two most famous products. The former tracks the aggregate dollar price of consumer goods in the United States (things like onions, shovels, and smartphones); the latter (this dataset) tracks the cost of raw inputs to the industries producing those goods (things like raw steel, bulk leather, and processed chemicals).

    The US federal government uses this dataset to track inflation. While in the short term the raw dollar value of producer inputs may be volatile, in the long term it will always go up due to inflation --- the slowly decreasing buying power of the US dollar.

    Content

    This dataset consists of a packet of files, each one tracking regularized cost of inputs for certain industries. The data is tracked-month to month with an index out of 100.

    Acknowledgements

    This data is published online by the US Bureau of Labor Statistics.

    Inspiration

    • How does the Producer Price Index compare against the Consumer Price Index?
    • What have the largest spikes in input costs been, historically? Can you determine why they occurred?
    • What is the overall price index trend amongst US producers?
  5. T

    United States Consumer Price Index (CPI)

    • tradingeconomics.com
    • fa.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Sep 15, 2025
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    TRADING ECONOMICS (2025). United States Consumer Price Index (CPI) [Dataset]. https://tradingeconomics.com/united-states/consumer-price-index-cpi
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    xml, csv, excel, jsonAvailable download formats
    Dataset updated
    Sep 15, 2025
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 31, 1950 - Sep 30, 2025
    Area covered
    United States
    Description

    Consumer Price Index CPI in the United States increased to 324.80 points in September from 323.98 points in August of 2025. This dataset provides the latest reported value for - United States Consumer Price Index (CPI) - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

  6. F

    Producer Price Index by Commodity: All Commodities

    • fred.stlouisfed.org
    json
    Updated Nov 25, 2025
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    (2025). Producer Price Index by Commodity: All Commodities [Dataset]. https://fred.stlouisfed.org/series/PPIACO
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    jsonAvailable download formats
    Dataset updated
    Nov 25, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Producer Price Index by Commodity: All Commodities (PPIACO) from Jan 1913 to Sep 2025 about commodities, PPI, inflation, price index, indexes, price, and USA.

  7. U.S. Producer Price Index for finished goods 12-month changes 2023-2024

    • statista.com
    Updated Apr 25, 2014
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    Statista (2014). U.S. Producer Price Index for finished goods 12-month changes 2023-2024 [Dataset]. https://www.statista.com/statistics/215922/12-month-percent-changes-in-the-ppi-for-finished-goods-in-the-us/
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    Dataset updated
    Apr 25, 2014
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Dec 2023 - Dec 2024
    Area covered
    United States
    Description

    In December 2024, the PPI for finished goods increased by 2.9 percent compared to the same month in the previous year. Finished goods are commodities that will not undergo further processing and are ready for sale to the final-demand user, either an individual consumer or business firm. The Producer Price Index (PPI) program measures the average change over time in the selling prices received by domestic producers for their output. The prices included in the PPI are from the first commercial transaction for many products and some services.

  8. Food Price Outlook

    • dataandsons.com
    csv, zip
    Updated Oct 31, 2017
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    Glen Mansard (2017). Food Price Outlook [Dataset]. https://www.dataandsons.com/categories/economic/food-price-outlook
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    zip, csvAvailable download formats
    Dataset updated
    Oct 31, 2017
    Dataset provided by
    Authors
    Glen Mansard
    License

    Attribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
    License information was derived automatically

    Time period covered
    May 1, 2015 - May 31, 2015
    Description

    About this Dataset

    The Consumer Price Index (CPI) for food is a component of the all-items CPI. The CPI measures the average change over time in the prices paid by urban consumers for a representative market basket of consumer goods and services. While the all-items CPI measures the price changes for all consumer goods and services, including food, the CPI for food measures the changes in the retail prices of food items only. ERS's monthly update is usually released on the 25th of the month; however, if the 25th falls on a weekend or a holiday, the monthly update will be published on either the 23rd or 24th. This report provides a detailed outline of ERS's forecasting methodology, along with measures to test the precision of the estimates (May 2015). At ERS, work on the CPI for food consists of several activities. ERS reports the current index level for food, examines changes in the CPI for food, and constructs forecasts of the CPI for food for the next 12-18 months. Forecasting the CPI for food has become increasingly important due to the changing structure of food and agricultural economies and the important signals the forecasts provide to farmers, processors, wholesalers, consumers, and policymakers. As a natural extension of ERS's work with the CPI for food, ERS also analyzes and models forecasts for the Producer Price Index (PPI). The PPI is similar to the CPI in that it measures price changes over time; however, instead of measuring changes in retail prices, the PPI measures the average change in prices paid to domestic producers for their output. The PPI collects data for nearly every industry in the goods-producing sector of the economy. Changes in farm-level and wholesale-level PPIs are of particular interest in forecasting food CPIs. cpi

    Category

    Economic

    Keywords

    cpi,restaurant,wholesale-food-prices

    Row Count

    68

    Price

    Free

  9. Core PPI MoM

    • tipranks.com
    Updated Nov 25, 2025
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    TipRanks (2025). Core PPI MoM [Dataset]. https://www.tipranks.com/calendars/economic/core-ppi-mom-6264
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    Dataset updated
    Nov 25, 2025
    Dataset authored and provided by
    TipRankshttp://www.tipranks.com/
    Time period covered
    May 14, 2024 - Dec 11, 2025
    Area covered
    us
    Description

    The Core Producer Price Index (PPI) MoM in the USA measures the monthly change in the selling prices received by domestic producers for their output, excluding food and energy prices due to their volatility.

  10. F

    Producer Price Index by Industry: Total Manufacturing Industries

    • fred.stlouisfed.org
    json
    Updated Nov 25, 2025
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    (2025). Producer Price Index by Industry: Total Manufacturing Industries [Dataset]. https://fred.stlouisfed.org/series/PCUOMFGOMFG
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    jsonAvailable download formats
    Dataset updated
    Nov 25, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Producer Price Index by Industry: Total Manufacturing Industries (PCUOMFGOMFG) from Dec 1984 to Sep 2025 about manufacturing, PPI, industry, inflation, price index, indexes, price, and USA.

  11. f

    Supplementary file 1_Heterogeneous and dynamic impacts of carbon emissions...

    • frontiersin.figshare.com
    docx
    Updated Mar 31, 2025
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    Chao Li; Liping Chen (2025). Supplementary file 1_Heterogeneous and dynamic impacts of carbon emissions on PPI and CPI: important insights into the consequences on the price system in tackling climate change.docx [Dataset]. http://doi.org/10.3389/fenvs.2025.1557902.s001
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    docxAvailable download formats
    Dataset updated
    Mar 31, 2025
    Dataset provided by
    Frontiers
    Authors
    Chao Li; Liping Chen
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Reducing carbon emissions is critical for addressing the challenges of climate change and represents an important step toward achieving the United Nations Sustainable Development Goals (SDGs). How to minimize disruptions to price levels within the economic system during the process of carbon reduction is an urgent issue that requires systematic investigation. In this paper, the nonlinear impact of carbon emissions on PPI (Producer Price Index) and CPI (Consumer Price Index) is deeply explored by using the Quantile-on-Quantile approach. In addition, the dynamic characteristics of this impact in the short-, middle- and long-term are systematically investigated through wavelet decomposition. It is found that, in general, there is significant heterogeneity in the impact of carbon emissions on PPI with the movement of the quantiles of the two factors. From a dynamic perspective, the impact of carbon emissions on PPI is not obvious in the short-term, shows a negative effect in the middle-term, and exhibits volatile effects in the-long term across different quantiles of PPI. In contrast, the effect of carbon emissions on CPI is relatively insignificant. However, in the middle-term and long-term, carbon emissions have negative effects on CPI within certain quantile intervals. Further analysis reveals that PPI exerts a positive impact on CPI, with this positive effect becoming more pronounced over time. These findings offer valuable insights for mitigating the disruptions caused by carbon reduction measures on production and consumer prices.

  12. L

    Laos LA: Consumer Price Index: % Change over Previous Period

    • ceicdata.com
    Updated Oct 29, 2018
    + more versions
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    CEICdata.com (2018). Laos LA: Consumer Price Index: % Change over Previous Period [Dataset]. https://www.ceicdata.com/en/laos/consumer-and-producer-price-index
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    Dataset updated
    Oct 29, 2018
    Dataset provided by
    CEICdata.com
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jun 1, 2017 - May 1, 2018
    Area covered
    Laos
    Variables measured
    Consumer Prices
    Description

    LA: Consumer Price Index: % Change over Previous Period data was reported at 0.440 % in Aug 2018. This records an increase from the previous number of 0.286 % for Jul 2018. LA: Consumer Price Index: % Change over Previous Period data is updated monthly, averaging 0.531 % from Jan 1988 (Median) to Aug 2018, with 351 observations. The data reached an all-time high of 24.151 % in Jun 1998 and a record low of -5.670 % in Dec 1988. LA: Consumer Price Index: % Change over Previous Period data remains active status in CEIC and is reported by International Monetary Fund. The data is categorized under Global Database’s Laos – Table LA.IMF.IFS: Consumer and Producer Price Index.

  13. B

    Burundi BI: Consumer Price Index: % Change

    • ceicdata.com
    Updated Mar 11, 2018
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    CEICdata.com (2018). Burundi BI: Consumer Price Index: % Change [Dataset]. https://www.ceicdata.com/en/burundi/consumer-and-producer-price-index-annual
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    Dataset updated
    Mar 11, 2018
    Dataset provided by
    CEICdata.com
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2013 - Dec 1, 2024
    Area covered
    Burundi
    Variables measured
    Consumer Prices
    Description

    BI: Consumer Price Index: % Change data was reported at 20.212 % in 2024. This records a decrease from the previous number of 26.941 % for 2023. BI: Consumer Price Index: % Change data is updated yearly, averaging 8.151 % from Dec 1966 (Median) to 2024, with 59 observations. The data reached an all-time high of 36.541 % in 1979 and a record low of -2.815 % in 2018. BI: Consumer Price Index: % Change data remains active status in CEIC and is reported by International Monetary Fund. The data is categorized under Global Database’s Burundi – Table BI.IMF.IFS: Consumer and Producer Price Index: Annual.

  14. U.S. projected Consumer Price Index 2010-2029

    • statista.com
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    Statista, U.S. projected Consumer Price Index 2010-2029 [Dataset]. https://www.statista.com/statistics/244993/projected-consumer-price-index-in-the-united-states/
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    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States
    Description

    In 2023, the U.S. Consumer Price Index was 309.42, and is projected to increase to 352.27 by 2029. The base period was 1982-84. The monthly CPI for all urban consumers in the U.S. can be accessed here. After a time of high inflation, the U.S. inflation rateis projected fall to two percent by 2027. United States Consumer Price Index ForecastIt is projected that the CPI will continue to rise year over year, reaching 325.6 in 2027. The Consumer Price Index of all urban consumers in previous years was lower, and has risen every year since 1992, except in 2009, when the CPI went from 215.30 in 2008 to 214.54 in 2009. The monthly unadjusted Consumer Price Index was 296.17 for the month of August in 2022. The U.S. CPI measures changes in the price of consumer goods and services purchased by households and is thought to reflect inflation in the U.S. as well as the health of the economy. The U.S. Bureau of Labor Statistics calculates the CPI and defines it as, "a measure of the average change over time in the prices paid by urban consumers for a market basket of consumer goods and services." The BLS records the price of thousands of goods and services month by month. They consider goods and services within eight main categories: food and beverage, housing, apparel, transportation, medical care, recreation, education, and other goods and services. They aggregate the data collected in order to compare how much it would cost a consumer to buy the same market basket of goods and services within one month or one year compared with the previous month or year. Given that the CPI is used to calculate U.S. inflation, the CPI influences the annual adjustments of many financial institutions in the United States, both private and public. Wages, social security payments, and pensions are all affected by the CPI.

  15. Producer Price Index (PPI); output and importprices, 2015=100, 2012-2023

    • cbs.nl
    • data.overheid.nl
    • +1more
    xml
    Updated Jan 30, 2025
    + more versions
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    Centraal Bureau voor de Statistiek (2025). Producer Price Index (PPI); output and importprices, 2015=100, 2012-2023 [Dataset]. https://www.cbs.nl/en-gb/figures/detail/83935ENG
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    xmlAvailable download formats
    Dataset updated
    Jan 30, 2025
    Dataset authored and provided by
    Centraal Bureau voor de Statistiek
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    The Netherlands
    Description

    This table contains figures on the average price development of the selling prices, the import prices and the domestic consumption of industrial products with a base year of 2015=100. This data is available for both domestic and foreign sales. The products are classified based on the goods classification PRODCOM (PRODuction COMmunautaire).

    Data available from January 2012 up to and including December 2023.

    Status of the figures: The data for August 2023 up to and including December 2023 and the 2023 annual rate are provisional. Since this table has been stopped, the data is no longer made definitive.

    Changes as of March 6th 2024 None, this table is stopped.

    When will new figures be published? The results in this series are based on 2015=100. Due to the base shift this table is stopped. Figures based on 2021=100 are published in table Producer Price Index (PPI), output and importprices by product, 2021=100. Further information, see Base Year Revision Industrial Producer Price Index, 2021=100 in paragraph 3.

  16. t

    Core PPI MoM-2024-09-12

    • tipranks.com
    Updated Sep 12, 2024
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    (2024). Core PPI MoM-2024-09-12 [Dataset]. https://www.tipranks.com/calendars/economic/core-ppi-mom-6264
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    Dataset updated
    Sep 12, 2024
    Variables measured
    Actual, Forecast
    Description

    The Core Producer Price Index (PPI) MoM in the USA measures the monthly change in the selling prices received by domestic producers for their output, excluding food and energy prices due to their volatility.-2024-09-12

  17. F

    Producer Price Index by Industry: Medical Equipment and Supplies...

    • fred.stlouisfed.org
    json
    Updated Nov 25, 2025
    + more versions
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    (2025). Producer Price Index by Industry: Medical Equipment and Supplies Manufacturing [Dataset]. https://fred.stlouisfed.org/series/PCU33913391
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    jsonAvailable download formats
    Dataset updated
    Nov 25, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Producer Price Index by Industry: Medical Equipment and Supplies Manufacturing (PCU33913391) from Dec 2003 to Sep 2025 about medical, supplies, equipment, manufacturing, PPI, industry, inflation, price index, indexes, price, and USA.

  18. y

    US Producer Price Index YoY

    • ycharts.com
    html
    Updated Sep 10, 2025
    + more versions
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    Bureau of Labor Statistics (2025). US Producer Price Index YoY [Dataset]. https://ycharts.com/indicators/us_producer_price_index_yoy
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    htmlAvailable download formats
    Dataset updated
    Sep 10, 2025
    Dataset provided by
    YCharts
    Authors
    Bureau of Labor Statistics
    License

    https://www.ycharts.com/termshttps://www.ycharts.com/terms

    Time period covered
    Nov 30, 2010 - Aug 31, 2025
    Area covered
    United States
    Variables measured
    US Producer Price Index YoY
    Description

    View monthly updates and historical trends for US Producer Price Index YoY. from United States. Source: Bureau of Labor Statistics. Track economic data wi…

  19. F

    Producer Price Index by Commodity: Metals and Metal Products: Iron and Steel...

    • fred.stlouisfed.org
    json
    Updated Nov 25, 2025
    + more versions
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    (2025). Producer Price Index by Commodity: Metals and Metal Products: Iron and Steel [Dataset]. https://fred.stlouisfed.org/series/WPU101
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Nov 25, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Producer Price Index by Commodity: Metals and Metal Products: Iron and Steel (WPU101) from Jan 1926 to Sep 2025 about iron, steel, metals, commodities, PPI, inflation, price index, indexes, price, and USA.

  20. F

    Producer Price Index by Industry: Offices of Certified Public Accountants:...

    • fred.stlouisfed.org
    json
    Updated Nov 25, 2025
    + more versions
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    (2025). Producer Price Index by Industry: Offices of Certified Public Accountants: Other Accounting Services [Dataset]. https://fred.stlouisfed.org/series/PCU541211541211A
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    jsonAvailable download formats
    Dataset updated
    Nov 25, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Producer Price Index by Industry: Offices of Certified Public Accountants: Other Accounting Services (PCU541211541211A) from Dec 2008 to Sep 2025 about public, accounting, services, PPI, industry, inflation, price index, indexes, price, and USA.

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Bureau of Labor Statistics (2022). Producer Price Index [Dataset]. https://catalog.data.gov/dataset/producer-price-index-89292
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Producer Price Index

Explore at:
Dataset updated
May 16, 2022
Dataset provided by
Bureau of Labor Statisticshttp://www.bls.gov/
Description

The Producer Price Index (PPI) is a family of indexes that measures the average change over time in selling prices received by domestic producers of goods and services. PPIs measure price change from the perspective of the seller. This contrasts with other measures, such as the Consumer Price Index (CPI), that measure price change from the purchaser's perspective. Sellers' and purchasers' prices may differ due to government subsidies, sales and excise taxes, and distribution costs. There are three main PPI classification structures which draw from the same pool of price information provided to the BLS by cooperating company reporters: Industry classification. A Producer Price Index for an industry is a measure of changes in prices received for the industry's output sold outside the industry (that is, its net output). The PPI publishes approximately 535 industry price indexes in combination with over 4,000 specific product line and product category sub-indexes, as well as, roughly 500 indexes for groupings of industries. North American Industry Classification System (NAICS) index codes provide comparability with a wide assortment of industry-based data for other economic programs, including productivity, production, employment, wages, and earnings. Commodity classification. The commodity classification structure of the PPI organizes products and services by similarity or material composition, regardless of the industry classification of the producing establishment. This system is unique to the PPI and does not match any other standard coding structure. In all, PPI publishes more than 3,700 commodity price indexes for goods and about 800 for services (seasonally adjusted and not seasonally adjusted), organized by product, service, and end use. Commodity-based Final Demand-Intermediate Demand (FD-ID) System. Commodity-based FD-ID price indexes regroup commodity indexes for goods, services, and construction at the subproduct class (six-digit) level, according to the type of buyer and the amount of physical processing or assembling the products have undergone. The PPI publishes over 600 FD-ID indexes (seasonally adjusted and not seasonally adjusted) measuring price change for goods, services, and construction sold to final demand and to intermediate demand. The FD-ID system replaced the PPI stage-of-processing (SOP) system as PPI's primary aggregation model with the release of data for January 2014. The FD-ID system expands coverage in its aggregate measures beyond that of the SOP system by incorporating indexes for services, construction, exports, and government purchases. For more information, visit: https://www.bls.gov/ppi

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