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Description:

From October 3 to November 7 2022, Statistics Canada conducted the Canadian Survey on Business Conditions. The purpose of this survey is to collect information on businesses in Canada related to emerging issues. This infographic presents key results from this.

Description: Based on 2021 Census data, this infographic provides information on children eligible for instruction in the minority official language in Canada.

Description: This profile presents information from the 2021 Census of Population for various levels of geography, including provinces and territories, census metropolitan areas, communities and census tracts. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description: These static thematic maps provide the spatial density distribution of specific Census of Agriculture data themes by census division (CD). The data portrayed in these maps may be qualitative (e.g., predominant farm types) or quantitative (e.g., livestock inventory variation between the last two censuses).

This product is provided in printable format.

Description: These static thematic maps provide the spatial density distribution of specific Census of Agriculture data themes by census division (CD). The data portrayed in these maps may be qualitative (e.g., predominant farm types) or quantitative (e.g., livestock inventory variation between the last two censuses).

This product is provided in printable format.

Description: The Census of Agriculture Mapping Tool is a user-friendly interactive web mapping application that allows for a quick visualization of the spatial distribution of Census of Agriculture data, for any census year since 2016. Users can select census variables for viewing at four geographic levels: province or territory, census agricultural region (CAR), census division (CD) and census consolidated subdivision (CCS).

Notes: A reference guide for this product is available from within the tool (follow the link below).

Description: This profile presents information from the 2021 Census of Population for various levels of geography, including provinces and territories, census metropolitan areas, communities and census tracts. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

This product presents information from the Census of Population for various levels of geography. Data are from the 2021 Census of Population and are available according to the major releases of the 2021 Census release dates: February 9, 2022 – Population and dwelling counts; April 27, 2022 – Age, Sex at birth and gender, Type of dwelling; July 13, 2022 – Families, households and marital status, Canadian military experience, Income; August 17, 2022 – Language; September 21, 2022 – Indigenous peoples, Housing; October 26, 2022 – Immigration, place of birth, and citizenship, Ethnocultural and religious diversity, Mobility and migration; November 30, 2022 – Education, Labour, Language of work, Commuting, Instruction in the official minority language. Starting with the population and dwelling counts release and on major days of release thereafter, profile component data are available at the following geographic levels: Canada, province and territory, economic region, census division, census subdivision, census metropolitan area, census agglomeration, population centre, census tract, designated place, federal electoral district, aggregate dissemination area and dissemination area. This product may be downloaded in various formats, which include CSV, TAB or IVT.

Description:

Statistical inference with non-probability survey samples is a notoriously challenging problem in statistics. We introduce two new methods of nonparametric propensity score technique for weighting in the non-probability samples. One is the information projection approach and the other is the uniform calibration in the reproducing kernel Hilbert space.

Description:

This response contains additional remarks on a few selected issues raised by the discussants.

Description:

Multiple imputation (MI) is a popular approach for dealing with missing data arising from non-response in sample surveys. Multiple imputation by chained equations (MICE) is one of the most widely used MI algorithms for multivariate data, but it lacks theoretical foundation and is computationally intensive. Recently, missing data imputation methods based on deep learning models have been developed with encouraging results in small studies. However, there has been limited research on evaluating their performance in realistic settings compared to MICE, particularly in big surveys. We conduct extensive simulation studies based on a subsample of the American Community Survey to compare the repeated sampling properties of four machine learning based MI methods: MICE with classification trees, MICE with random forests, generative adversarial imputation networks, and multiple imputation using denoising autoencoders. We find the deep learning imputation methods are superior to MICE in terms of computational time. However, with the default choice of hyperparameters in the common software packages, MICE with classification trees consistently outperforms, often by a large margin, the deep learning imputation methods in terms of bias, mean squared error, and coverage under a range of realistic settings.

Description:

Multilevel time series (MTS) models are applied to estimate trends in time series of antenatal care coverage at several administrative levels in Bangladesh, based on repeated editions of the Bangladesh Demographic and Health Survey (BDHS) within the period 1994-2014. MTS models are expressed in an hierarchical Bayesian framework and fitted using Markov Chain Monte Carlo simulations. The models account for varying time lags of three or four years between the editions of the BDHS and provide predictions for the intervening years as well. It is proposed to apply cross-sectional Fay-Herriot models to the survey years separately at district level, which is the most detailed regional level. Time series of these small domain predictions at the district level and their variance-covariance matrices are used as input series for the MTS models. Spatial correlations among districts, random intercept and slope at the district level, and different trend models at district level and higher regional levels are examined in the MTS models to borrow strength over time and space. Trend estimates at district level are obtained directly from the model outputs, while trend estimates at higher regional and national levels are obtained by aggregation of the district level predictions, resulting in a numerically consistent set of trend estimates.

Description:

Two-phase sampling is a cost effective sampling design employed extensively in surveys. In this paper a method of most efficient linear estimation of totals in two-phase sampling is proposed, which exploits optimally auxiliary survey information. First, a best linear unbiased estimator (BLUE) of any total is formally derived in analytic form, and shown to be also a calibration estimator. Then, a proper reformulation of such a BLUE and estimation of its unknown coefficients leads to the construction of an “optimal” regression estimator, which can also be obtained through a suitable calibration procedure. A distinctive feature of such calibration is the alignment of estimates from the two phases in an one-step procedure involving the combined first-and-second phase samples. Optimal estimation is feasible for certain two-phase designs that are used often in large scale surveys. For general two-phase designs, an alternative calibration procedure gives a generalized regression estimator as an approximate optimal estimator. The proposed general approach to optimal estimation leads to the most effective use of the available auxiliary information in any two-phase survey. The advantages of this approach over existing methods of estimation in two-phase sampling are shown both theoretically and through a simulation study.

Description:

In many applications, the population means of geographically adjacent small areas exhibit a spatial variation. If available auxiliary variables do not adequately account for the spatial pattern, the residual variation will be included in the random effects. As a result, the independent and identical distribution assumption on random effects of the Fay-Herriot model will fail. Furthermore, limited resources often prevent numerous sub-populations from being included in the sample, resulting in non-sampled small areas. The problem can be exacerbated for predicting means of non-sampled small areas using the above Fay-Herriot model as the predictions will be made based solely on the auxiliary variables. To address such inadequacy, we consider Bayesian spatial random-effect models that can accommodate multiple non-sampled areas. Under mild conditions, we establish the propriety of the posterior distributions for various spatial models for a useful class of improper prior densities on model parameters. The effectiveness of these spatial models is assessed based on simulated and real data. Specifically, we examine predictions of statewide four-person family median incomes based on the 1990 Current Population Survey and the 1980 Census for the United States of America.

Description:

A variety of different factors impact the ability of Canadian businesses to operate, such as the geographical location of businesses, the industry the businesses operate in, and the size of businesses. Differences may also be apparent when looking at different categories of business owners, as different segments of the Canadian population face different challenges at a personal level, and as owners of businesses. From the beginning of October to early November 2022, Statistics Canada conducted the Canadian Survey on Business Conditions (CSBC) to collect information on the environment businesses are currently operating in and their expectations moving forward. This article explores results from the survey by looking at the businesses majority-owned by immigrants to Canada and businesses majority-owned by racialized persons. While there is some degree of crossover between these two sub-populations, they are two distinct groups and face different challenges. The information and trends presented in this article are based on data collected via the CSBC.

Description:

From October 3 to November 7 2022, Statistics Canada conducted the Canadian Survey on Business Conditions. The purpose of this survey is to collect information on businesses in Canada related to emerging issues. This infographic presents key results from this.

Description: Based on 2021 Census data, this infographic provides information on children eligible for instruction in the minority official language in Canada.

Description:

As the seventh goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to ensure access to affordable, reliable, sustainable and modern energy for all by 2030. This 2022 infographic provides an overview of indicators underlying the seventh Sustainable Development Goal in support of affordable and clean energy, and the statistics and data sources used to monitor and report on this goal in Canada.

Description: This reference guide provides information to help users effectively use and interpret instruction in the minority official language data from the 2021 Census. This guide contains definitions and explanations of concepts, questions, classifications, data quality and comparability with other sources for this topic.

Description: This video provides basic information on the census questions on languages used at work and the main concepts and variables derived from them. It explains the concepts of languages used at work, language used most often at work and other languages used regularly at work. It also helps you understand the changes to the questions since the last census and the impact on historical comparability of this data.

Description: This video will give you a basic understanding of four main education concepts - educational credentials, major field of study, location of study and school attendance – as well as information on the variables associated with these concepts. It will provide information about variables, such as highest certificate, diploma or degree, Classification of Instructional Programs CIP 2021, location of study and school attendance, as well as their usefulness to data users.

Description: This fact sheet presents a data ecosystem comprised of a set of data sources that, together, provide information on children eligible for instruction in the minority official language.

Description: This video is designed to give you a basic understanding of the Place of birth, Citizenship and Immigration concepts as well as the importance of collecting data on these topics. You will also learn about other derived concepts such as generation status, immigration status, admissions category, applicant type, year of immigration, age at immigration, year of arrival, pre-admission experience and province or territory of intended destination. Data on these are used to evaluate policies and programs and compare social and economic conditions of immigrants over time.

Description:

This is a series of fact sheets offering an overview of changes in content for the 2021 Census questionnaire. These include 19 fact sheets focusing on new and modified content and one fact sheet providing information about the design and methodology of the 2019 Census Content Test.

Description:

The Classification of Instructional Programs (CIP) is used for classifying instructional programs according to field of study. CIP was originally created by the National Center for Education Statistics (NCES) in the United States. It is a hierarchical classification. The classification provides a detailed description of each instructional program class together with illustrative examples of the types of instructional programs found in that class. Illustrative examples are also provided of closely related programs that are classified elsewhere. In addition, the classification includes an introduction to CIP and an alternative structure for the aggregation of field of study data. CIP has a ten-year revision cycle.

Description:

This reference guide provides information to help users effectively use and interpret visible minority and population group data from the 2021 Census. This guide contains definitions and explanations of concepts, questions, classifications, data quality and comparability with other sources for this topic.

Description:

This reference guide provides information to help users effectively use and interpret ethnic or cultural origin data from the 2021 Census. This guide contains definitions and explanations of concepts, questions, classifications, data quality and comparability with other sources for this topic.

Description:

This reference guide provides information to help users effectively use and interpret mobility and migration data from the 2021 Census. This guide contains definitions and explanations of concepts, questions, classifications, data quality and comparability with other sources for this topic.