Analysis

Description: The participation of women-owned businesses in exports is important for policies aiming to ensure that the benefits of international trade reach all groups. Women-owned small and medium-sized enterprises (SMEs) in Canada are as likely to export as those owned by men, and their export intensity (exports as a share of total sales) was not significantly different. This article examines factors related to the exporting success of women-owned small and medium-sized enterprises in Canada.

Description: Social connections and relationships are important, yet often overlooked, indicators of well-being. For immigrants, these networks are also important for integration. This study examines how immigrant women’s sociodemographic characteristics and life-course circumstances are associated with the size and composition of their personal networks and provides comparisons with Canadian-born women.

Description: Oral health is a crucial component of overall health, influencing both physical and mental well-being. Yet, despite the important role that access to and use of oral health care services play in maintaining optimal oral health, substantial disparities remain in access to oral health care services across population groups in Canada. Using data from the 2022 Canadian Community Health Survey, this study examines the association of dental insurance with oral health care access and use in Canada while accounting for income and sociodemographic factors. It contributes to a baseline of oral health care disparities before the implementation of the Canadian Dental Care Plan.

Description: Using police-reported data from the 2022 Homicide Survey, this infographic is a visual representation of some of these data. Findings include results based on Indigenous identity. Also included are findings related to the characteristics of victims as well as the prevalence of missing persons and spousal and intimate partner violence.

Description: In collaboration with the Bank of Canada, this research paper focuses on constructing analytical price index series for Canada, using the main owned accommodation measurement concepts proposed by the International Consumer Price Index Manual and adopted by other countries. This analysis explores these alternative treatments of owned accommodation in the Canadian context, examining their impact on the all-items Consumer Price Index. Additionally, it provides an explanation for the gap between perceived inflation and estimated inflation.

Description: Using data from the Uniform Crime Reporting Survey and the Integrated Criminal Courts Survey, this infographic is a visual representation of the prevalence of police-reported incidents of online child sexual exploitation in Canada between 2014 and 2022. Findings include the types of incidents reported to police, including both online sexual offences against children and child pornography offences, as well as characteristics of victims and accused persons.

Description: Record linkage aims at identifying record pairs related to the same unit and observed in two different data sets, say A and B. Fellegi and Sunter (1969) suggest each record pair is tested whether generated from the set of matched or unmatched pairs. The decision function consists of the ratio between m(y) and u(y),probabilities of observing a comparison y of a set of k>3 key identifying variables in a record pair under the assumptions that the pair is a match or a non-match, respectively. These parameters are usually estimated by means of the EM algorithm using as data the comparisons on all the pairs of the Cartesian product ?=A×B. These observations (on the comparisons and on the pairs status as match or non-match) are assumed as generated independently of other pairs, assumption characterizing most of the literature on record linkage and implemented in software tools (e.g. RELAIS, Cibella et al. 2012). On the contrary, comparisons y and matching status in ? are deterministically dependent. As a result, estimates on m(y) and u(y) based on the EM algorithm are usually bad. This fact jeopardizes the effective application of the Fellegi-Sunter method, as well as automatic computation of quality measures and possibility to apply efficient methods for model estimation on linked data (e.g. regression functions), as in Chambers et al. (2015). We propose to explore ? by a set of samples, each one drawn so to preserve independence of comparisons among the selected record pairs. Simulations are encouraging.

Description: The authors used the Splink probabilistic linkage package developed by the UK Ministry of Justice, to link census data from England and Wales to itself to find duplicate census responses. A large gold standard of confirmed census duplicates was available meaning that the results of the Splink implementation could be quality assured. This paper describes the implementation and features of Splink, gives details of the settings and parameters that we used to tune Splink for our particular project, and gives the results that we obtained.

Description: With the availability of larger and more diverse data sources, Statistical Institutes in Europe are inclined to publish statistics on smaller groups than they used to do. Moreover, high impact global events like the Covid crisis and the situation in Ukraine may also ask for statistics on specific subgroups of the population. Publishing on small, targeted groups not only raises questions on statistical quality of the figures, it also raises issues concerning statistical disclosure risk. The principle of statistical disclosure control does not depend on the size of the groups the statistics are based on. However, the risk of disclosure does depend on the group size: the smaller a group, the higher the risk. Traditional ways to deal with statistical disclosure control and small group sizes include suppressing information and coarsening categories. These methods essentially increase the (mean) group sizes. More recent approaches include perturbative methods that have the intention to keep the group sizes small in order to preserve as much information as possible while reducing the disclosure risk sufficiently. In this paper we will mention some European examples of special focus group statistics and discuss the implications on statistical disclosure control. Additionally, we will discuss some issues that the use of perturbative methods brings along: its impact on disclosure risk and utility as well as the challenges in proper communication thereof.

Description: At Statistics Netherlands (SN) for some economic sectors two partly-independent intra-annual turnover index series are available: a monthly series based on survey data and a quarterly series based on value added tax data for the smaller units and re-used survey data for the other units. SN aims to benchmark the monthly turnover index series to the quarterly census data on a quarterly basis. This cannot currently be done because the tax data has a different quarterly pattern: the turnover is relatively large in the fourth quarter of the year and smaller in the first quarter. With the current study we aim to describe this deviating quarterly pattern at micro level. In the past we developed a mixture model using absolute turnover levels that could explain part of the quarterly patterns. Because the absolute turnover levels differ between the two series, in the current study we use a model based on relative quarterly turnover levels within a year.

Description: Using police-reported data from the 2022 Homicide Survey, this infographic is a visual representation of some of these data. Findings include results based on Indigenous identity. Also included are findings related to the characteristics of victims as well as the prevalence of missing persons and spousal and intimate partner violence.

Description: Using data from the Uniform Crime Reporting Survey and the Integrated Criminal Courts Survey, this infographic is a visual representation of the prevalence of police-reported incidents of online child sexual exploitation in Canada between 2014 and 2022. Findings include the types of incidents reported to police, including both online sexual offences against children and child pornography offences, as well as characteristics of victims and accused persons.

Description: Racial minority business owners and entrepreneurs make invaluable contributions to the economy and communities across Canada and are essential. From the beginning of October to early November 2023, 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 racialized groups.

Description: Using police-reported data from the 2022 Homicide Survey, this infographic is a visual representation of some of these data. Findings include results at the national, provincial and territorial levels. Also included are findings related to the characteristics of victims as well as the prevalence of gang-related and firearm-related homicides.

Description: The Health of Canadians infographic aims to provide a snapshot into the population health of Canadians by highlighting health data from the annual report. It includes key statistics on population health such as health outcomes (e.g., chronic conditions), health behaviours (e.g., smoking and alcohol consumption) and access to health care.

Description: This Census in Brief article presents results on migration between provinces and regions by language, with special focus on the situation of official language minority populations. The analysis examines internal migration flows—in other words, people who moved within Canada—between two censuses, as well as the cumulative effects of these migrations in the long run, taking into account the province of birth.

Description: This infographic looks at the educational attainment of farm operators by field of study, gender and age group. The main data source for this product is the 2021 Agriculture–Population Linkage (linkage between the Census of Agriculture and the Census of Population).

Description: This infographic looks at various aspects of the immigrant farm population, including mother tongue and places of birth. The main data source for this product is the 2021 Agriculture–Population Linkage (linkage between the Census of Agriculture and the Census of Population).

Description: This infographic looks at the distribution of the Canadian farm population by province, area (rural vs urban), median household income and farm type. The main data source for this product is the 2021 Agriculture–Population Linkage (linkage between the Census of Agriculture and the Census of Population).

Description: This course is intended for Government of Canada employees who would like to learn about evaluating the quality of data for a particular use. Whether you are a new employee interested in learning the basics, or an experienced subject matter expert looking to refresh your skills, this course is here to help.

Description: The participation of women-owned businesses in exports is important for policies aiming to ensure that the benefits of international trade reach all groups. Women-owned small and medium-sized enterprises (SMEs) in Canada are as likely to export as those owned by men, and their export intensity (exports as a share of total sales) was not significantly different. This article examines factors related to the exporting success of women-owned small and medium-sized enterprises in Canada.

Description: Social connections and relationships are important, yet often overlooked, indicators of well-being. For immigrants, these networks are also important for integration. This study examines how immigrant women’s sociodemographic characteristics and life-course circumstances are associated with the size and composition of their personal networks and provides comparisons with Canadian-born women.

Description: Oral health is a crucial component of overall health, influencing both physical and mental well-being. Yet, despite the important role that access to and use of oral health care services play in maintaining optimal oral health, substantial disparities remain in access to oral health care services across population groups in Canada. Using data from the 2022 Canadian Community Health Survey, this study examines the association of dental insurance with oral health care access and use in Canada while accounting for income and sociodemographic factors. It contributes to a baseline of oral health care disparities before the implementation of the Canadian Dental Care Plan.

Description: In collaboration with the Bank of Canada, this research paper focuses on constructing analytical price index series for Canada, using the main owned accommodation measurement concepts proposed by the International Consumer Price Index Manual and adopted by other countries. This analysis explores these alternative treatments of owned accommodation in the Canadian context, examining their impact on the all-items Consumer Price Index. Additionally, it provides an explanation for the gap between perceived inflation and estimated inflation.

Description: Record linkage aims at identifying record pairs related to the same unit and observed in two different data sets, say A and B. Fellegi and Sunter (1969) suggest each record pair is tested whether generated from the set of matched or unmatched pairs. The decision function consists of the ratio between m(y) and u(y),probabilities of observing a comparison y of a set of k>3 key identifying variables in a record pair under the assumptions that the pair is a match or a non-match, respectively. These parameters are usually estimated by means of the EM algorithm using as data the comparisons on all the pairs of the Cartesian product ?=A×B. These observations (on the comparisons and on the pairs status as match or non-match) are assumed as generated independently of other pairs, assumption characterizing most of the literature on record linkage and implemented in software tools (e.g. RELAIS, Cibella et al. 2012). On the contrary, comparisons y and matching status in ? are deterministically dependent. As a result, estimates on m(y) and u(y) based on the EM algorithm are usually bad. This fact jeopardizes the effective application of the Fellegi-Sunter method, as well as automatic computation of quality measures and possibility to apply efficient methods for model estimation on linked data (e.g. regression functions), as in Chambers et al. (2015). We propose to explore ? by a set of samples, each one drawn so to preserve independence of comparisons among the selected record pairs. Simulations are encouraging.

Description: The authors used the Splink probabilistic linkage package developed by the UK Ministry of Justice, to link census data from England and Wales to itself to find duplicate census responses. A large gold standard of confirmed census duplicates was available meaning that the results of the Splink implementation could be quality assured. This paper describes the implementation and features of Splink, gives details of the settings and parameters that we used to tune Splink for our particular project, and gives the results that we obtained.

Description: With the availability of larger and more diverse data sources, Statistical Institutes in Europe are inclined to publish statistics on smaller groups than they used to do. Moreover, high impact global events like the Covid crisis and the situation in Ukraine may also ask for statistics on specific subgroups of the population. Publishing on small, targeted groups not only raises questions on statistical quality of the figures, it also raises issues concerning statistical disclosure risk. The principle of statistical disclosure control does not depend on the size of the groups the statistics are based on. However, the risk of disclosure does depend on the group size: the smaller a group, the higher the risk. Traditional ways to deal with statistical disclosure control and small group sizes include suppressing information and coarsening categories. These methods essentially increase the (mean) group sizes. More recent approaches include perturbative methods that have the intention to keep the group sizes small in order to preserve as much information as possible while reducing the disclosure risk sufficiently. In this paper we will mention some European examples of special focus group statistics and discuss the implications on statistical disclosure control. Additionally, we will discuss some issues that the use of perturbative methods brings along: its impact on disclosure risk and utility as well as the challenges in proper communication thereof.

Description: At Statistics Netherlands (SN) for some economic sectors two partly-independent intra-annual turnover index series are available: a monthly series based on survey data and a quarterly series based on value added tax data for the smaller units and re-used survey data for the other units. SN aims to benchmark the monthly turnover index series to the quarterly census data on a quarterly basis. This cannot currently be done because the tax data has a different quarterly pattern: the turnover is relatively large in the fourth quarter of the year and smaller in the first quarter. With the current study we aim to describe this deviating quarterly pattern at micro level. In the past we developed a mixture model using absolute turnover levels that could explain part of the quarterly patterns. Because the absolute turnover levels differ between the two series, in the current study we use a model based on relative quarterly turnover levels within a year.

Description: To overcome the traditional drawbacks of chain sampling methods, the sampling method called “network sampling with memory” was developed. Its unique feature is to recreate, gradually in the field, a frame for the target population composed of individuals identified by respondents and to randomly draw future respondents from this frame, thereby minimizing selection bias. Tested for the first time in France between September 2020 and June 2021, for a survey among Chinese immigrants in Île-de-France (ChIPRe), this presentation describes the difficulties encountered during collection—sometimes contextual, due to the pandemic, but mostly inherent to the method.

Description: The Longitudinal Social Data Development Program (LSDDP) is a social data integration approach aimed at providing longitudinal analytical opportunities without imposing additional burden on respondents. The LSDDP uses a multitude of signals from different data sources for the same individual, which helps to better understand their interactions and track changes over time. This article looks at how the ethnicity status of people in Canada can be estimated at the most detailed disaggregated level possible using the results from a variety of business rules applied to linked data and to the LSDDP denominator. It will then show how improvements were obtained using machine learning methods, such as decision trees and random forest techniques.

Description:

The Record Linkage Project Process Model (RLPPM) was developed by Statistics Canada to identify the processes and activities involved in record linkage. The RLPPM applies to linkage projects conducted at the individual and enterprise level using diverse data sources to create new data sources to meet analytical and operational needs.

Description:

Beginning in late 2006, the Social and Aboriginal Statistics Division of Statistics Canada embarked on the process of review of questions used in the Census and in surveys to produce data about Aboriginal peoples (North American Indian, Métis and Inuit). This process is essential to ensure that Aboriginal identification questions are valid measures of contemporary Aboriginal identification, in all its complexity. Questions reviewed included the following (from the Census 2B questionnaire):- the Ethnic origin / Aboriginal ancestry question;- the Aboriginal identity question;- the Treaty / Registered Indian question; and- the Indian band / First Nation Membership question.

Additional testing was conducted on Census questions with potential Aboriginal response options: the population group question (also known as visible minorities), and the Religion question. The review process to date has involved two major steps: regional discussions with data users and stakeholders, and qualitative testing. The regional discussions with over 350 users of Aboriginal data across Canada were held in early 2007 to examine the four questions used on the Census and other surveys of Statistics Canada. Data users included National Aboriginal organizations, Aboriginal Provincial and Territorial Organizations, Federal, Provincial and local governments, researchers and Aboriginal service organizations. User feedback showed that main areas of concern were data quality, undercoverage, the wording of questions, and the importance of comparability over time.

Description:

This book is designed to contribute to the foundation of basic information that leaders and researchers will need when they begin to devote much more time and resources to the institutional adjustments that the up-coming wave of retirements among baby boomers will require. Its contents deal with aspects of retirement that have been outside the main focus in the research literature, but which will likely receive much greater attention in the future. These aspects include social issues arising from the emergence of a large number of people who form a substantial proportion of the adult population and whose length of time in retirement will be as long as that of a generation, roughly 25 years; women's retirement; family dynamics and retirement; and retirement processes among people with no career job as conventionally defined. A large part of the book is devoted to scientific papers that are based upon Statistics Canada's data and which require substantial innovations of useful concepts and data series that serve to illustrate the potentials of our data.

Description:

This report summarizes the main issues raised in these meetings. Four questions used to identify Aboriginal people from the Census and surveys were considered in the discussions.Statistics Canada regularly reviews the questions used on the Census and other surveys to ensure that the resulting data are representative of the population. As a first step in the process to review the questions used to produce data about First Nations, Inuit and Métis populations, regional discussions were held with more than 350 users of Aboriginal data in over 40 locations across Canada during the winter, spring and early summer of 2007.

This report summarizes the main issues raised in these meetings. Four questions used to identify Aboriginal people from the Census and surveys were considered in the discussions.

Description:

This report depicts the demographic characteristics, health and wellness, living arrangements, social networks and social participation, security from crime and victimization, work patterns and related activities, income and expenditures, and lifestyles of the population aged 65 and over. It examines many of these issues, where data allow, in terms of different age groups within the senior population, for example those aged 65 to 74 and those aged 85 and over. Information are also presented for individuals in the 55 to 64 age range.

The report also includes a chapter on Aboriginal seniors and a chapter on immigrant seniors.

It presents the most comprehensive statistical picture of the situation of Canada's senior population with data drawn from a wide array of sources including the census, as well as other surveys such as the National Population Health Survey, General Social Survey, Canadian Community Health Survey, and Survey of Labour and Income dynamics.

Description:

The 2005 National Survey of the Work and Health of Nurses (NSWHN) is the first nationally representative survey to focus on the working conditions and health of Canada's nurses. Registered nurses (RNs), licensed practical nurses (LPNs) and registered psychiatric nurses (RPNs) in all provinces and territories shared their perceptions on a variety of topics, including:- workload- working overtime, whether paid or unpaid- adverse events such as medication errors and patient falls- support and respect from co-workers and supervisors- staffing adequacy- working relations with physicians- their own chronic diseases and injuries- their mental health.

The 2005 NSWHN was developed in collaboration with organizations representing practicing nurses, health care researchers, health information specialists and federal government departments. The survey was conducted by Statistics Canada in partnership with the Canadian Institute for Health Information and Health Canada. A total of 18,676 nurses were interviewed, representing LPNs, RNs and RPNs in a variety of health care settings and in all provinces and territories. The survey's impressive response rate of 80% reflects the enthusiasm and support of nurses across the country.

The survey collected information on a rich array of topics reflecting the physical and emotional challenges nurses face in delivering patient care today. Nurses answered many questions about the quality of patient care, working relations with co-workers and managers, the amount of time they work to get their jobs done, and the way they feel about their jobs and careers as nurses. Data from the 2005 NSWHN will provide an invaluable resource for researchers, health care providers, policy makers and anyone with an interest in human resources, particularly in the health care field.

Description:

This report provides results of the Health Services Access Survey (HSAS), which is now part of the Canadian Community Health Survey. The HSAS gathers comprehensive and comparable information on the patterns of use of health care services and self-reported difficulties faced by Canadians aged 15 and over in accessing health care. Data are presented for Canada as a whole and by province when sample sizes are sufficient.

Data on waiting times for specialized services such as specialist visits for a new illness or condition, non-emergency surgeries and selected diagnostics tests are also presented.

Description:

This publication provides the first national portrait of the many thousands of nonprofit and voluntary organizations found in every Canadian community. The data, from the National Survey of Nonprofit and Voluntary Organizations, reveal a set of organizations that are widely diverse in nature, touching virtually every aspect of Canadians' lives.

Description:

This booklet summarizes the key results of the first National Survey of Nonprofit and Voluntary Organizations. These organizations have a significant economic presence and serve as vehicles for citizen engagement. However, many report significant challenges to their capacity to fulfill their missions.

Description:

The policy and processes involving mentally disordered accused can be complex. Persons found unfit to stand trial, or not criminally responsible for their actions on account of a mental disorder, come into contact with both the health and justice systems. With the increasing availability over the past two to three decades of psychotropic medication for mentally disordered persons, the health system is now able to treat this group in a non-institutionalized setting. Similarly, dispositions made by the court, when the accused has been found either unfit to stand trial or else not criminally responsible for their actions, have shifted from indeterminate incarceration to minimal detention and community-based treatment. This document reviews the processes undertaken by persons identified as mentally disordered in court and identifies potential data-collection opportunities.