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All (23)

All (23) (0 to 10 of 23 results)

  • 1. Modernizing Construction Indicators Through Machine Learning and Satellite Imagery Archived
    Articles and reports: 11-522-X202100100019
    Description: Official statistical agencies must continually seek new methods and techniques that can increase both program efficiency and product relevance. The U.S. Census Bureau’s measurement of construction activity is currently a resource-intensive endeavor, relying heavily on monthly survey response via questionnaires and extensive field data collection. While our data users continually require more timely and granular data products, the traditional survey approach and associated collection cost and respondent burden limits our ability to meet that need. In 2019, we began research on whether the application of machine learning techniques to satellite imagery could accurately estimate housing starts and completions while meeting existing monthly indicator timelines at a cost equal to or less than existing methods. Using historical Census construction survey data in combination with targeted satellite imagery, the team trained, tested, and validated convolutional neural networks capable of classifying images by their stage of construction demonstrating the viability of a data science-based approach to producing official measures of construction activity.

    Key Words: Official Statistics; Housing Starts, Machine Learning, Satellite Imagery

    Release date: 2021-10-15
  • 2. Housing Market Indicators
    Data Visualization: 71-607-X2018014
    Description:

    This web application provides access to key housing market indicators for Canada, by province and by census metropolitan area. This dynamic application allows users to view geographical rankings for each housing market indicator and to create useful reports as well as interactive maps and charts for comparative analysis. All data in this application are updated with each monthly indicator release. Links to The Daily texts and data tables are also provided.

    Release date: 2018-12-13
  • 3. Recent Developments in the Canadian Economy: Spring 2016 Archived
    Articles and reports: 11-626-X2016058
    Description:

    This article in the Economic Insights series provides users with an integrated summary of recent changes in output, employment, household demand, international trade and prices. Organized as a statistical summary of major indicators, the report is designed to inform about recent developments in the Canadian economy, highlighting major changes in the economic data during late 2015 and early 2016. Unless otherwise noted, the tabulations presented in this report are based on seasonally adjusted data available in CANSIM on April 29, 2016.

    Release date: 2016-05-16
  • 4. Canadian Economic Observer: Historical Statistical Supplement Archived
    Table: 11-210-X
    Description:

    This companion volume contains historical annual series that correspond to those published in the monthly tables. It includes Canada-wide data on the national accounts, prices, international and domestic trade, labour and financial markets, as well as provincial data on employment earnings, retail trade, housing and consumer price indexes.

    Release date: 2011-07-14
  • 5. Housing Market Prices in Canada: The Year 2009 in Review Archived
    Articles and reports: 11-621-M2010086
    Geography: Canada, Province or territory
    Description:

    This study examines changes in housing market prices in Canada in 2009 using the New Housing Price Index, home resale prices, number of resale units, and data on the number of new units approved by municipalities. It highlights changes in housing market prices from 2005 to 2009 in the provinces and major cities.

    Release date: 2010-06-17
  • 6. Wholesale Trade: The Year 2008 in Review Archived
    Articles and reports: 11-621-M2009079
    Geography: Canada, Province or territory
    Description:

    The study reviews the performance of the wholesale trade sector nationally and provincially in 2008, along with the key factors affecting this sector outcome. The study also examines infra-annual trends in this sector.

    Release date: 2009-05-05
  • 7. 2008 in review Archived
    Articles and reports: 11-010-X200900410848
    Geography: Canada
    Description:

    A review of the Canadian economy in 2008.

    Release date: 2009-04-17
  • 8. Consumer Prices: The Year 2008 in Review Archived
    Articles and reports: 11-621-M2009076
    Geography: Canada, Province or territory
    Description:

    Using data from the monthly Consumer Price Index (CPI), this study examines the change in prices for various goods and services in Canada during 2008. This annual review also describes the sources of the increase in the CPI and those that helped to temper price changes. The analysis includes a review of price movements in the provinces.

    Release date: 2009-03-23
  • 9. Are monthly changes in the economy becoming more volatile? Archived
    Articles and reports: 11-010-X200900110780
    Geography: Canada
    Description:

    Despite more stable annual growth since 2002, there has been no reduction in the volatility of monthly changes in GDP. Partly this reflects the increasing importance of industries such as resources and construction where output is more unstable.

    Release date: 2009-01-15
  • 10. Consumer Prices: The Year 2007 in Review Archived
    Articles and reports: 11-621-M2008074
    Geography: Canada, Province or territory
    Description:

    Using data from the Consumer Price Index (CPI), this study examines the annual change in consumer prices for goods and services in Canada for 2007. This annual review also describes the sources of change in consumer prices. The analysis also includes a review of price movements in the provinces and an international comparison with OECD countries.

    Release date: 2008-06-26
Data (3)

Data (3) ((3 results))

  • 1. Housing Market Indicators
    Data Visualization: 71-607-X2018014
    Description:

    This web application provides access to key housing market indicators for Canada, by province and by census metropolitan area. This dynamic application allows users to view geographical rankings for each housing market indicator and to create useful reports as well as interactive maps and charts for comparative analysis. All data in this application are updated with each monthly indicator release. Links to The Daily texts and data tables are also provided.

    Release date: 2018-12-13
  • 2. Canadian Economic Observer: Historical Statistical Supplement Archived
    Table: 11-210-X
    Description:

    This companion volume contains historical annual series that correspond to those published in the monthly tables. It includes Canada-wide data on the national accounts, prices, international and domestic trade, labour and financial markets, as well as provincial data on employment earnings, retail trade, housing and consumer price indexes.

    Release date: 2011-07-14
  • 3. Average Fair Market Value/Purchase Price for New Homes in Canada - Data from GST Administrative Records Archived
    Table: 64-507-X
    Description:

    This report contains data from the GST/HST New Housing Rebate File (1996-2000) including: average fair market value; average rebate; total value of rebates; and total value of housing sales. Annual breakdowns are available by province, Census Metropolitan Areas/Census Agglomerations (CMA/CA), and component Census Subdivisions (CSDs) of each CMA/CA.

    Release date: 2002-12-03
Analysis (19)

Analysis (19) (0 to 10 of 19 results)

  • 1. Modernizing Construction Indicators Through Machine Learning and Satellite Imagery Archived
    Articles and reports: 11-522-X202100100019
    Description: Official statistical agencies must continually seek new methods and techniques that can increase both program efficiency and product relevance. The U.S. Census Bureau’s measurement of construction activity is currently a resource-intensive endeavor, relying heavily on monthly survey response via questionnaires and extensive field data collection. While our data users continually require more timely and granular data products, the traditional survey approach and associated collection cost and respondent burden limits our ability to meet that need. In 2019, we began research on whether the application of machine learning techniques to satellite imagery could accurately estimate housing starts and completions while meeting existing monthly indicator timelines at a cost equal to or less than existing methods. Using historical Census construction survey data in combination with targeted satellite imagery, the team trained, tested, and validated convolutional neural networks capable of classifying images by their stage of construction demonstrating the viability of a data science-based approach to producing official measures of construction activity.

    Key Words: Official Statistics; Housing Starts, Machine Learning, Satellite Imagery

    Release date: 2021-10-15
  • 2. Recent Developments in the Canadian Economy: Spring 2016 Archived
    Articles and reports: 11-626-X2016058
    Description:

    This article in the Economic Insights series provides users with an integrated summary of recent changes in output, employment, household demand, international trade and prices. Organized as a statistical summary of major indicators, the report is designed to inform about recent developments in the Canadian economy, highlighting major changes in the economic data during late 2015 and early 2016. Unless otherwise noted, the tabulations presented in this report are based on seasonally adjusted data available in CANSIM on April 29, 2016.

    Release date: 2016-05-16
  • 3. Housing Market Prices in Canada: The Year 2009 in Review Archived
    Articles and reports: 11-621-M2010086
    Geography: Canada, Province or territory
    Description:

    This study examines changes in housing market prices in Canada in 2009 using the New Housing Price Index, home resale prices, number of resale units, and data on the number of new units approved by municipalities. It highlights changes in housing market prices from 2005 to 2009 in the provinces and major cities.

    Release date: 2010-06-17
  • 4. Wholesale Trade: The Year 2008 in Review Archived
    Articles and reports: 11-621-M2009079
    Geography: Canada, Province or territory
    Description:

    The study reviews the performance of the wholesale trade sector nationally and provincially in 2008, along with the key factors affecting this sector outcome. The study also examines infra-annual trends in this sector.

    Release date: 2009-05-05
  • 5. 2008 in review Archived
    Articles and reports: 11-010-X200900410848
    Geography: Canada
    Description:

    A review of the Canadian economy in 2008.

    Release date: 2009-04-17
  • 6. Consumer Prices: The Year 2008 in Review Archived
    Articles and reports: 11-621-M2009076
    Geography: Canada, Province or territory
    Description:

    Using data from the monthly Consumer Price Index (CPI), this study examines the change in prices for various goods and services in Canada during 2008. This annual review also describes the sources of the increase in the CPI and those that helped to temper price changes. The analysis includes a review of price movements in the provinces.

    Release date: 2009-03-23
  • 7. Are monthly changes in the economy becoming more volatile? Archived
    Articles and reports: 11-010-X200900110780
    Geography: Canada
    Description:

    Despite more stable annual growth since 2002, there has been no reduction in the volatility of monthly changes in GDP. Partly this reflects the increasing importance of industries such as resources and construction where output is more unstable.

    Release date: 2009-01-15
  • 8. Consumer Prices: The Year 2007 in Review Archived
    Articles and reports: 11-621-M2008074
    Geography: Canada, Province or territory
    Description:

    Using data from the Consumer Price Index (CPI), this study examines the annual change in consumer prices for goods and services in Canada for 2007. This annual review also describes the sources of change in consumer prices. The analysis also includes a review of price movements in the provinces and an international comparison with OECD countries.

    Release date: 2008-06-26
  • 9. Wholesale Trade: The Year 2007 in Review Archived
    Articles and reports: 11-621-M2008072
    Geography: Canada, Province or territory
    Description:

    Using data from the monthly Wholesale Trade Survey this study examines the sales for the year 2007. This annual review describes the evolution of sales by different sectors such as machinery and electronic equipment, personal and household goods and automotive products. This study also includes a provincial dimension.

    Release date: 2008-05-29
  • 10. Trends and Conditions in Census Metropolitan Areas Archived
    Journals and periodicals: 89-613-M
    Geography: Canada
    Description:

    This series of reports provides key background information on the trends and conditions in Canadian census metropolitan areas (CMAs) across a number of dimensions. Subjects covered include demographics, housing, immigration, Aboriginal persons, low-income and stressed neighbourhoods, economic conditions, health, location of work and commuting mode, and culture. Most reports cover the 1981-to-2001 period.

    Release date: 2006-07-20
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