Analysis

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The problem of specifying and estimating the variance of estimated parameters based on complex sample designs from finite populations is considered. The results of this paper are particularly useful when the parameter estimators cannot be defined explicitly as a function of other statistics from the sample. It is shown how these results can be applied to linear regression, logistic regression and log linear contingency table models.

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The author briefly reviews the factors determining the production of health statistics in Canada, with particular attention to the different sources of data and to the long-standing co-operation among the many agencies involved in the gathering of health-related information.

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This paper presents results of an empirical study on fitting log-linear models to data on estimates of characteristics and their coefficients of variation (CV) from the Canadian Labour Force Survey. The characteristics were classified into groups on the basis of design effects and models were fitted to data on estimates of characteristic totals and their CVs over twelve month period. The models can be used in situations where estimates of CV are needed for new characteristics, and for providing more precise estimates of reliability of estimates based on past data. The problem of evaluation of fit of the models is considered.

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The methodology of the For-hire Trucking Survey is discussed in this paper. This survey provides good examples of administrative and operational constraints faced by survey statisticians and field data collection teams.

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An aspect of surveys not always given adequate consideration is maintenance.

The scope and importance of survey maintenance are discussed and a case is made for a more scientific methodological approach. Practical applications to various stages of surveys are illustrated by examples from the Canadian Labour Force Survey.

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In surveys a response may be incomplete or some items may be inconsistent or, as in the case of two-phase sampling, items may be unavailable. In these cases it may be expedient to impute values for the missing items. While imputation is not a particularly good solution to any specific estimation problem, it does permit the production of arbitrary estimates in a consistent way.

The survey statistician may have to cope with a mixture of numerical and categorical items, subject to a variety of constraints. He should evaluate his technique, especially with respect to bias. He should make sure that imputed items are clearly identified and summary reports produced.

A variety of imputation techniques in current use is described and discussed, with particular reference to the practical problems involved.

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A FORTRAN Subroutine to obtain the “working probabilities” for Fellegi’s (1963) method of unequal probability sampling is given. The solution is obtained by an iterative procedure where the starting values for the (k+l)th draw “working probabilities” are the solutions for the kth draw “working probabilities” and the iterative procedure is terminated when a prespecified accuracy is achieved. The limitation is that the Subroutine can only be used to obtain up to and including the 5th draw “working probabilities”. It was observed that the convergence occurs very fast in double precision. Therefore all real variables have been declared as double precision. The joint selection probabilities \Pi_{ij}’s i.e. the probability that both the ith and jth units are in the sample are obtained by summing the probabilities of selecting those samples that contain both the ith and jth units. The joint selection probabilities are required for the variance estimation of the Horvitz-Thompson estimator of population total of the characteristic of interest.

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Survey organizations undertake periodic redesigns of continuous surveys. Reasons for such redesigns related to changes in information needs to be satisfied by the survey and changes in public awareness and attitudes towards surveys are discussed in the context of the redesign of the Canadian Labour Force Survey following the 1981 Census. In particular, the importance of close dialogue between users of the survey data and design statisticians at the early stages of the redesign process in order to establish survey objectives is stressed.

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The Department of Supply and Services’ role and procedures are outlined as they relate to those using the services of the Department of Supply and Services and those receiving contracts.

There are two basic principles which cover all the policies and procedures. These are: i) the equality of opportunity to compete for Government contracts must be afforded to all qualified suppliers; and ii) that fair value for the taxpayers’ dollar must be obtained.

Description:

This paper discusses some of the changes in market research we should expect in the next decade. Currently, studies are issue oriented: they provide answers to specific questions or marketing issues. The next decade will see research projects with a broader scope: to understand how markets work and why consumers behave as they do. Measurements will be more complex, and multivariate analysis techniques will be used extensively to identify the subtle relationships within the data. Marketing models will be the conceptual framework for these more complex studies. Market analysis identifying consumer responsiveness segments provides a case example of what might be expected from model-based market research studies.

Description: Release published in The Daily – Statistics Canada’s official release bulletin

Description: Release published in The Daily – Statistics Canada’s official release bulletin

Description: Release published in The Daily – Statistics Canada’s official release bulletin

Description: Using Census data, this infographic provides data trends on the size of the South Asian population, as well admission categories, top source countries and an overview of the historical migration levels of selected South Asian populations.

Description: Release published in The Daily – Statistics Canada’s official release bulletin

Description: Using data from the 2022 Canadian Survey on Disability, this American Sign Language video examines disability characteristics among Canadians aged 15 years of age and older, as well as their employment experiences and information on income and poverty, and unmet needs for disability supports because of cost.

Description: Release published in The Daily – Statistics Canada’s official release bulletin

Description: From April 2nd to May 6th, 2024, 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: Release published in The Daily – Statistics Canada’s official release bulletin

Description: Release published in The Daily – Statistics Canada’s official release bulletin

Description: This guide is for users of the Education and Labour Market Longitudinal Platform (ELMLP). The data for the products associated with this issue are derived from integrating Postsecondary Student Information System (PSIS) administrative data with other administrative data on earnings. Statistics Canada has derived a series of annual indicators on the labour market outcomes of public postsecondary graduates including median employment income by educational qualification, field of study, age group, gender and status of student in Canada for Canada, the provinces and the territories combined.

Description: This Juristat article uses data from the 2022/2023 Survey of Residential Facilities for Victims of Abuse (SRFVA) to present results on residential facilities in Canada that are primarily mandated to serve victims of abuse. Results presented in this article refer to two distinct time periods. The first focuses on a 12-month period within 2022/2023, and provides an overview of facility characteristics, touching on shelter admissions, availability of accommodations, and general services provided. The second focuses on information for a predetermined snapshot date of April 13, 2023, and presents a profile of residents using residential facilities on this date.

Description: Using British Columbia Ministry of Education administrative school data within the Education and Labour Market Longitudinal Platform, this study compared the proportions of high school graduates among Grade 12 students with and without special needs across nine cohorts from 2010/2011 to 2018/2019 before and after controlling for several sociodemographic characteristics.

Description: Using data from the 2022 Canadian Social Survey Wave 6 (Well-being and caregiving), this study explores unpaid caregiving in the past 12 months for care-dependent groups (children under 15 years old or adults and youth over 15 years old with a long-term condition or disability). This paper explores: Who are the unpaid caregivers, including "sandwich" caregivers? How much unpaid care is provided and to whom? What are the impacts of this unpaid caregiving on well-being, especially the gendered differences?

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: The Pan-Canadian Education Indicators Program (PCEIP) draws from a wide variety of data sources to provide information on the school-age population, elementary, secondary and postsecondary education, transitions, and labour market outcomes.

PCEIP products include tables, fact sheets, reports and a methodological handbook. They present indicators for all of Canada, the provinces, the territories, as well as selected international comparisons and comparisons over time.

The Pan-Canadian Education Indicators Program (PCEIP) is an ongoing initiative of the Canadian Education Statistics Council, a partnership between Statistics Canada and the Council of Ministers of Education, Canada that provides a set of statistical measures on education systems in Canada.

Description: The agricultural sector in Canada has relied increasingly on temporary foreign workers (TFWs) to fill the longstanding labour shortage. The number of TFWs in crop production, animal production and aquaculture, and support activities for crop and animal production more than tripled between 2005 and 2020. This study examines the transition to permanent residency (PR) of TFWs in primary agriculture and the retention in the sector among those who obtained PR. The study focuses on TFWs whose first employment was in primary agriculture and who entered the sector between 2005 and 2020.

Description: A key component of Canada’s immigration program is to promote the balanced geographic distribution of immigrants and refugees across Canada. This study asks whether there were significant differences in the economic outcomes of government assisted refugees (GARs), based on the size of the city to which they were designated. The analysis was conducted for both those remaining in the designated cities (stayers) and those moving to other locations (movers).

Description: In recent years, more economic immigrants entered Canada via the Provincial Nominee Program (PNP) than through any other immigration program. This article examines differences among provinces in the growth and importance of the PNP and the characteristics of provincial nominees and is part of a series examining various aspects of the PNP. The series discusses the expansion of the program, differences among provinces, provincial retention rates, trends in earnings and the occupations of provincial nominees, both nationally and provincially.

Description: Barriers to important milestones and traditional adulthood transitions have intensified in Canada. Sustained food inflation, elevated housing prices, and increasingly unaffordable rental costs across much of the country are casting a shadow over the middle-class dream for many households—and, in particular, for young families. This article provides an overview of household balance sheets and key financial metrics for young families as they adjust to current market conditions and begin to build financial resilience.

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The contributors to this book examine two broad themes related to the well-being of Canadian youth. First, they document the nature of the labour market facing young adults and how it has changed since the early 1970s. Second, the authors examine how families, communities, and the public sector influence some of the ways in which children become successful and self-reliant adults. The motivation for bringing these essays together has to do with the increasing importance of child well-being in public discourse and the development of public policy. The major message to emerge is that the future of Canada's children is both a good news, and a bad news story. Labour markets have changed dramatically, and on average it is now more difficult to obtain a strong foothold that will lead to increasing prosperity. Many young Canadians, however, are well prepared by their family and community backgrounds to deal with these new challenges, and as young parents are in a position to pass this heritage on to their children. However, this has not been the case for an increasingly larger minority, a group whose children in turn may face greater than average challenges in getting ahead in life. A companion volume published in February of 1998 by Statistics Canada called Government finances and generational equity examines the operation of government taxes and transfers from a generational perspective, focusing on the conduct of fiscal policy and the relative status of individuals in successive generations.

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These highlights provide a brief summary of the report "Literacy utilization in Canadian workplaces", the latest monograph released using data from the International Adult Literacy Survey. This report examines the fit or mismatch between the job requirements of Canadian workers and their literacy skills, thus profiling patterns of literacy usage and under- usage in the Canadian labour market.

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This report, based on results from the National Longitudinal Survey of Children and Youth (NLSCY), focuses on changes in the family environment, specifically, common-law unions, custody arrangements and financial issues. The NLSCY is a comprehensive survey which will follow the development of children in Canada and paint a picture of their lives.

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These highlights provide a brief summary of the report " The Value of Words: Literacy and Economic Security in Canada", the latest monograph released using data from the International Adult Literacy Survey. Canada, like many other industrialized countries, is increasingly being forced to face the literacy problem within its own borders. Over the past decade, the issue has become more prominent on the national policy and research agenda. There has been little systematic research in Canada, however, on the relationship between literacy and income security. Using data from the Canadian component of the International Adult Literacy Survey (IALS), this study seeks to fill this research gap. An in-depth exploration of the links between literacy and economic security will build on existing knowledge and will also provide useful insights that will help shape public policy.

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This publication presents data, charts, map and analytical text on trips and socio-economic characteristics of Canadians travelling within Canada. Trip information includes purpose, activities, mode of transportation, length of stay, origin and destination, and expenditures. In addition to providing national data, the publication also includes some tables presenting provincial and metropolitan detail.

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Based on a presentation by Dr. Ivan Fellegi to the Federal Deputy Ministers' Committee on the Economic Renewal of Rural Canada in September l996, Understanding rural Canada uses charts and maps to present information on: rural demography showing population change and net migration by census division for the most recent 5-year period (l989 to l994); a focus on rural youth including information on education attained, plans for further education and ablility to use computers; rural employment, rural unemployment, rural employment in growing sectors and rural employment by small businesses; a classification of census divisions by level of average incomes and change in average incomes to show that many rural areas have lower incomes and their incomes are falling further behind; and, a typology of census divisions where rural areas are classified to rural nirvana areas, agro-rural areas, rural enclave areas, rural resourced areas and native north areas. This presentation was an outgrowth of the publication Rural Canada: a profile published by the federal Interdepartmental Committee on Rural and Remote Canada in March, l995.

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Bankruptcy rates have been increasing in Canada. Almost half of the firms in Canada that go bankrupt do so primarily because of their own deficiencies rather than externally generated problems. They do not develop the basic internal strengths to survive. Overall weakness in management, combined with a lack of market for their product, cause these firms to fail.

This study suggests that the underlying factor contributing to financial difficulties is management failure rather than external factors associated with imperfect capital markets. Many bankrupt firms face problems in attaining financing in capital markets; but, it is the internal lack of managerial expertise in many of these firms that prevents exploration of different financing options.

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"Generational equity" is a topic that has gradually risen higher and higher on the agenda of governments at all levels. In fact, it is a matter not just for government policy, but a topic that touches many Canadians directly: young and old, parents and grandparents. Canadian policy makers increasingly have to deal with issues associated with the relative status of individuals between successive generations. The reform of public pension programs presents the most obvious example, but there are many other developments that raise the same type of issue. Indeed, the heightened concern over government fiscal policies is due in large part to the readiness of many to view government deficits and debt as a burden on future generations. Generational equity, however, is also a concern of individual Canadians and their families. The allocation of resources between the young and the old within the family is becoming an increasingly important issue for many, especially in light not only of an aging population but also the belief that those just entering the labour force will likely not attain the standard of living to which their parents have become accustomed.

The contributors to this book examine the operation of government taxes and expenditures from a generational perspective. In part the motivation for bringing these essays together is to offer comprehensive and up-to-date information on the age incidence of government finances. This motivation, however, also has to do with the development of a new accounting framework, Generational Accounting, that has gained some currency in many industrialized countries, particularly in the United States. It is a truism to say that good analysis requires good data, and certainly Statistic Canada's central role is to offer high-quality data in support of analysis and decision making. But the opposite is equally true, if not as obvious: good data requires good analysis. That is to say, new analytical frameworks often highlight the need to organize existing data in different ways, as well as the need for the development of new types of data. This is certainly one of several reasons that Statistics Canada has sought to develop a strong analytical capacity, and to maintain strong ties with the research community. This book is meant to contribute to this process by examining Canadian data through the lens of Generational Accounting, and by analyzing some of the issues that arise.

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On September 11 and 12, 1996 Statistics Canada's Business and Trade Statistics Field sponsored its eight annual conference on statistics and economic analysis in Ottawa. The theme of the conference was Canadian Economic Structural Change in the Age of NAFTA. Guest speakers and submitted papers discussed a variety of topics related to economic restructuring and the NAFTA.

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These highlights provide a brief summary of the report 'Employee training: an international perspective', the latest monograph released using data from the International Adult Literacy Survey. The report provides new insights into training issues in seven countries: Canada, the United States, Switzerland, the Netherlands, Poland, Germany and Sweden. The study examines full-time paid workers between the ages of 25 and 60, who had been employed for at least 42 weeks in the 12 months preceding the survey (about nine months in the previous year). (Although the self-employed account for a growing share of the work force, they are not included in the analysis.)