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  • Articles and reports: 12-001-X202000200004
    Description:

    This article proposes a weight scaling method for Firth’s penalized likelihood for proportional hazards regression models. The method derives a relationship between the penalized likelihood that uses scaled weights and the penalized likelihood that uses unscaled weights, and it shows that the penalized likelihood that uses scaled weights have some desirable properties. A simulation study indicates that the penalized likelihood using scaled weights produces smaller biases in point estimates and standard errors than the biases produced by the penalized likelihood using unscaled weights. The weighted penalized likelihood is applied to estimate hazard rates for heart attacks by using a public-use data set from the National Health and Epidemiology Followup Study (NHEFS). SAS® statements to estimate hazard rates using data from complex surveys are given in the appendix.

    Release date: 2020-12-15

  • Articles and reports: 89-648-X2020004
    Description:

    This technical report is intended to validate the Longitudinal and International Study of Adults (LISA) Wave 4 (2018) Food Security (FSC) module and provide recommendations for analytical use. Section 2 of this report provides an overview of the LISA data. Section 3 provides some background information of food security measures in national surveys and why it is significant in today's literature. Section 4 analyzes FSC data by presenting key descriptive statistics and logic checks using LISA methodology as well as outside researcher information. In section 5, certification validation was done by comparing other Canadian national surveys that have used the FSC module to the one used by LISA. Finally in section 6, key findings and their implications with regard to LISA are outlined.

    Release date: 2020-11-02

  • Articles and reports: 11-633-X2020004
    Description:

    Recent advances in artificial intelligence have rekindled ancient fears that robots will replace humans in the economy. Previous waves of automation changed but did not reduce labour’s role, but robots’ human-like flexibility could make this time different. Whether or not it will is an empirical question that has lacked suitable data to answer. This paper describes the creation of a dataset to fill the evidence gap in Canada. Robots! is firm-level panel data on robot adoption created using Canadian import data. The data identify a substantial amount of the robot investment in the Canadian economy from 1996 to 2017. Although many robots are imported by robotics wholesalers or programmers for resale, the majority of them can be attributed to their final (direct) adopting firm. The data can be used to study the impact of robot adoption at the economic region, industry or firm-level.

    Release date: 2020-11-02

  • Articles and reports: 11-637-X202000100001
    Description: As the first goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to end poverty in all its forms everywhere by 2030. This 2020 infographic provides an overview of indicators underlying the first Sustainable Development Goal in support of eradicating poverty, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100002
    Description: As the second goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to end hunger, achieve food security and improved nutrition, and promote sustainable agriculture by 2030. This 2020 infographic provides an overview of indicators underlying the second Sustainable Development Goal in support of ending hunger, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100003
    Description: As the third goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to ensure healthy lives and promote well-being for all at all ages by 2030. This 2020 infographic provides an overview of indicators underlying the third Sustainable Development Goal in support of Good Health and Well-being, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100004
    Description: As the fourth goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to ensure inclusive and equitable quality education and promote lifelong learning opportunities for all by 2030. This 2020 infographic provides an overview of indicators underlying the fourth Sustainable Development Goal in support of Quality Education, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100005
    Description: As the fifth goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to achieve gender equality and empower all women and girls by 2030. This 2020 infographic provides an overview of indicators underlying the fifth Sustainable Development Goal in support of Gender Equality, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100006
    Description: As the sixth goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to ensure availability and sustainable management of water and sanitation for all by 2030. This 2020 infographic provides an overview of indicators underlying the sixth Sustainable Development Goal in support of clean water and sanitation, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100007
    Geography: 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 2020 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.
    Release date: 2020-10-20
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Analysis (26)

Analysis (26) (0 to 10 of 26 results)

  • Articles and reports: 12-001-X202000200004
    Description:

    This article proposes a weight scaling method for Firth’s penalized likelihood for proportional hazards regression models. The method derives a relationship between the penalized likelihood that uses scaled weights and the penalized likelihood that uses unscaled weights, and it shows that the penalized likelihood that uses scaled weights have some desirable properties. A simulation study indicates that the penalized likelihood using scaled weights produces smaller biases in point estimates and standard errors than the biases produced by the penalized likelihood using unscaled weights. The weighted penalized likelihood is applied to estimate hazard rates for heart attacks by using a public-use data set from the National Health and Epidemiology Followup Study (NHEFS). SAS® statements to estimate hazard rates using data from complex surveys are given in the appendix.

    Release date: 2020-12-15

  • Articles and reports: 89-648-X2020004
    Description:

    This technical report is intended to validate the Longitudinal and International Study of Adults (LISA) Wave 4 (2018) Food Security (FSC) module and provide recommendations for analytical use. Section 2 of this report provides an overview of the LISA data. Section 3 provides some background information of food security measures in national surveys and why it is significant in today's literature. Section 4 analyzes FSC data by presenting key descriptive statistics and logic checks using LISA methodology as well as outside researcher information. In section 5, certification validation was done by comparing other Canadian national surveys that have used the FSC module to the one used by LISA. Finally in section 6, key findings and their implications with regard to LISA are outlined.

    Release date: 2020-11-02

  • Articles and reports: 11-633-X2020004
    Description:

    Recent advances in artificial intelligence have rekindled ancient fears that robots will replace humans in the economy. Previous waves of automation changed but did not reduce labour’s role, but robots’ human-like flexibility could make this time different. Whether or not it will is an empirical question that has lacked suitable data to answer. This paper describes the creation of a dataset to fill the evidence gap in Canada. Robots! is firm-level panel data on robot adoption created using Canadian import data. The data identify a substantial amount of the robot investment in the Canadian economy from 1996 to 2017. Although many robots are imported by robotics wholesalers or programmers for resale, the majority of them can be attributed to their final (direct) adopting firm. The data can be used to study the impact of robot adoption at the economic region, industry or firm-level.

    Release date: 2020-11-02

  • Articles and reports: 11-637-X202000100001
    Description: As the first goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to end poverty in all its forms everywhere by 2030. This 2020 infographic provides an overview of indicators underlying the first Sustainable Development Goal in support of eradicating poverty, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100002
    Description: As the second goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to end hunger, achieve food security and improved nutrition, and promote sustainable agriculture by 2030. This 2020 infographic provides an overview of indicators underlying the second Sustainable Development Goal in support of ending hunger, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100003
    Description: As the third goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to ensure healthy lives and promote well-being for all at all ages by 2030. This 2020 infographic provides an overview of indicators underlying the third Sustainable Development Goal in support of Good Health and Well-being, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100004
    Description: As the fourth goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to ensure inclusive and equitable quality education and promote lifelong learning opportunities for all by 2030. This 2020 infographic provides an overview of indicators underlying the fourth Sustainable Development Goal in support of Quality Education, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100005
    Description: As the fifth goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to achieve gender equality and empower all women and girls by 2030. This 2020 infographic provides an overview of indicators underlying the fifth Sustainable Development Goal in support of Gender Equality, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100006
    Description: As the sixth goal outlined in the 2030 Agenda for Sustainable Development, Canada and other UN member states have committed to ensure availability and sustainable management of water and sanitation for all by 2030. This 2020 infographic provides an overview of indicators underlying the sixth Sustainable Development Goal in support of clean water and sanitation, and the statistics and data sources used to monitor and report on this goal in Canada.
    Release date: 2020-10-20

  • Articles and reports: 11-637-X202000100007
    Geography: 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 2020 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.
    Release date: 2020-10-20
Reference (1)

Reference (1) ((1 result))

  • Notices and consultations: 98-26-0001
    Description:

    This white paper presents Statistics Canada’s planned approach to the 2021 Census of Population and provides a clear explanation of the processes behind the census program, touching on historical, legal, operational and content aspects. Statistics Canada recognizes that it is important to not only successfully conduct the census, but also to be transparent and informative about the way in which those efforts are accomplished. Painting a Portrait of Canada: The 2021 Census of Population gives readers an exclusive, detailed look at how census data is collected, analyzed and given back to Canadians, in the form of high-quality statistical information, used to make evidence-based decisions in Canadian society.

    Release date: 2020-07-20
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