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All (73)
All (73) (0 to 10 of 73 results)
- Articles and reports: 14-28-0001202000100001Description:
In the publication Quality of Employment in Canada, the Mental health risk factors indicator is the proportion of employees who report experiencing either severe time pressure or overload of work, violence or the threat of violence, or harassment or bullying.
Release date: 2022-05-30 - Articles and reports: 82-003-X202200400001Description:
Canadians have been gravely impacted by the COVID-19 pandemic, and adults living with children may have been disproportionately impacted. The objective of this study was to describe changes in chronic disease risk factors and current exercise habits among adults living with and without a child younger than 18 years old.
Release date: 2022-04-20 - Articles and reports: 11-522-X202100100003Description:
The increasing size and richness of digital data allow for modeling more complex relationships and interactions, which is the strongpoint of machine learning. Here we applied gradient boosting to the Dutch system of social statistical datasets to estimate transition probabilities into and out of poverty. Individual estimates are reasonable, but the main advantages of the approach in combination with SHAP and global surrogate models are the simultaneous ranking of hundreds of features by their importance, detailed insight into their relationship with the transition probabilities, and the data-driven identification of subpopulations with relatively high and low transition probabilities. In addition, we decompose the difference in feature importance between general and subpopulation into a frequency and a feature effect. We caution for misinterpretation and discuss future directions.
Key Words: Classification; Explainability; Gradient boosting; Life event; Risk factors; SHAP decomposition.
Release date: 2021-10-15 - Articles and reports: 85-002-X201900100011Geography: Geographical region of Canada, Census metropolitan areaDescription:
This Juristat article examines a cohort of individuals who died of an illicit drug overdose in the province of British Columbia, with a special focus on the City of Surrey, between 2011 and 2016, and explores the nature and extent of their contact with the criminal justice system as a person accused of a crime. This analysis brings together data provided by the British Columbia Coroners Service with policing data from the Uniform Crime Reporting Survey, and criminal court data from the Integrated Criminal Court Survey. Identifying the primary risk factors and those at greatest risk of preventable illicit drug-related deaths will help support the development of evidence-informed interventions, precision programming and policies aimed at preventing future overdoses and saving lives.
Release date: 2019-05-16 - 5. Enhancing Canada’s statistics on securities ArchivedArticles and reports: 13-605-X201900100005Description:
The last global financial crisis revealed some important data gaps in countries’ statistics to properly assess the build-up of risk and the interconnectedness in financial markets. These gaps have led to the development of a series of initiatives at the international level with clear deliverables to enhance the quality of the information produced by countries in the area of financial investment statistics, including statistics on securities. The initiative undertaken at Statistics Canada to enhance securities statistics has produced many benefits with important expansions in terms of additional characteristics of instruments issued and held by Canadians, additional sector details as well as increased frequency and timeliness.
Release date: 2019-04-16 - Articles and reports: 89-653-X2016011Description:
For decades, researchers have reported high suicide rates among Aboriginal youth, which are several times higher than rates in the non-Aboriginal population. Based on the 2012 Aboriginal Peoples Survey, this article presents estimates of suicidal thoughts among off-reserve First Nations, Métis and Inuit adults aged 18 to 25. It examines associations between past-year suicidal thoughts and mental disorders and personality factors, childhood experiences and family characteristics, and socio-demographic characteristics, many of which have been shown to be related to suicidal thoughts in other populations.
Release date: 2016-10-13 - Articles and reports: 85-002-X201600114631Description:
This Juristat article uses data from the 2014 General Social Survey on Victimization to present information on Aboriginal victimization, with a particular focus on violent victimization. Characteristics associated with these incidents, including possible risk factors, as well as consequences of victimization, reasons for reporting or not reporting the victimization to the police, perceptions of personal safety, and perceptions of the criminal justice system are also explored.
Release date: 2016-06-28 - Articles and reports: 85-002-X201300111805Geography: CanadaDescription:
This Juristat article profiles intimate partner violence (including both spousal and dating violence partners), family violence against children, and family violence against seniors. The special focus this year is family-related murder-suicides, which highlights trends, risk factors, underlying motives, and characteristics of the victims and accused. This annual article is designed to help monitor changes in family violence over time and identify emerging issues.
Release date: 2013-06-25 - Articles and reports: 82-003-X201300611796Geography: CanadaDescription:
The study assesses the feasibility of using statistical modelling techniques to fill information gaps related to risk factors, specifically, smoking status, in linked long-form census data.
Release date: 2013-06-19 - 10. Measuring violence against women: Statistical trends ArchivedArticles and reports: 85-002-X201300111766Geography: CanadaDescription:
This Juristat article on violence against women is organized into four sections: prevalence and severity of violence against women, risk factors associated with violence against women, impact of violence against women and responses to violence against women.
To provide a comprehensive picture of the extent and nature of violence against women, both police-reported crime data and self-reported victimization data are used. The analysis also draws on information from two administrative surveys, namely the Transition Home Survey and the Victims Services Survey.
Release date: 2013-02-25
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Analysis (73)
Analysis (73) (0 to 10 of 73 results)
- Articles and reports: 14-28-0001202000100001Description:
In the publication Quality of Employment in Canada, the Mental health risk factors indicator is the proportion of employees who report experiencing either severe time pressure or overload of work, violence or the threat of violence, or harassment or bullying.
Release date: 2022-05-30 - Articles and reports: 82-003-X202200400001Description:
Canadians have been gravely impacted by the COVID-19 pandemic, and adults living with children may have been disproportionately impacted. The objective of this study was to describe changes in chronic disease risk factors and current exercise habits among adults living with and without a child younger than 18 years old.
Release date: 2022-04-20 - Articles and reports: 11-522-X202100100003Description:
The increasing size and richness of digital data allow for modeling more complex relationships and interactions, which is the strongpoint of machine learning. Here we applied gradient boosting to the Dutch system of social statistical datasets to estimate transition probabilities into and out of poverty. Individual estimates are reasonable, but the main advantages of the approach in combination with SHAP and global surrogate models are the simultaneous ranking of hundreds of features by their importance, detailed insight into their relationship with the transition probabilities, and the data-driven identification of subpopulations with relatively high and low transition probabilities. In addition, we decompose the difference in feature importance between general and subpopulation into a frequency and a feature effect. We caution for misinterpretation and discuss future directions.
Key Words: Classification; Explainability; Gradient boosting; Life event; Risk factors; SHAP decomposition.
Release date: 2021-10-15 - Articles and reports: 85-002-X201900100011Geography: Geographical region of Canada, Census metropolitan areaDescription:
This Juristat article examines a cohort of individuals who died of an illicit drug overdose in the province of British Columbia, with a special focus on the City of Surrey, between 2011 and 2016, and explores the nature and extent of their contact with the criminal justice system as a person accused of a crime. This analysis brings together data provided by the British Columbia Coroners Service with policing data from the Uniform Crime Reporting Survey, and criminal court data from the Integrated Criminal Court Survey. Identifying the primary risk factors and those at greatest risk of preventable illicit drug-related deaths will help support the development of evidence-informed interventions, precision programming and policies aimed at preventing future overdoses and saving lives.
Release date: 2019-05-16 - 5. Enhancing Canada’s statistics on securities ArchivedArticles and reports: 13-605-X201900100005Description:
The last global financial crisis revealed some important data gaps in countries’ statistics to properly assess the build-up of risk and the interconnectedness in financial markets. These gaps have led to the development of a series of initiatives at the international level with clear deliverables to enhance the quality of the information produced by countries in the area of financial investment statistics, including statistics on securities. The initiative undertaken at Statistics Canada to enhance securities statistics has produced many benefits with important expansions in terms of additional characteristics of instruments issued and held by Canadians, additional sector details as well as increased frequency and timeliness.
Release date: 2019-04-16 - Articles and reports: 89-653-X2016011Description:
For decades, researchers have reported high suicide rates among Aboriginal youth, which are several times higher than rates in the non-Aboriginal population. Based on the 2012 Aboriginal Peoples Survey, this article presents estimates of suicidal thoughts among off-reserve First Nations, Métis and Inuit adults aged 18 to 25. It examines associations between past-year suicidal thoughts and mental disorders and personality factors, childhood experiences and family characteristics, and socio-demographic characteristics, many of which have been shown to be related to suicidal thoughts in other populations.
Release date: 2016-10-13 - Articles and reports: 85-002-X201600114631Description:
This Juristat article uses data from the 2014 General Social Survey on Victimization to present information on Aboriginal victimization, with a particular focus on violent victimization. Characteristics associated with these incidents, including possible risk factors, as well as consequences of victimization, reasons for reporting or not reporting the victimization to the police, perceptions of personal safety, and perceptions of the criminal justice system are also explored.
Release date: 2016-06-28 - Articles and reports: 85-002-X201300111805Geography: CanadaDescription:
This Juristat article profiles intimate partner violence (including both spousal and dating violence partners), family violence against children, and family violence against seniors. The special focus this year is family-related murder-suicides, which highlights trends, risk factors, underlying motives, and characteristics of the victims and accused. This annual article is designed to help monitor changes in family violence over time and identify emerging issues.
Release date: 2013-06-25 - Articles and reports: 82-003-X201300611796Geography: CanadaDescription:
The study assesses the feasibility of using statistical modelling techniques to fill information gaps related to risk factors, specifically, smoking status, in linked long-form census data.
Release date: 2013-06-19 - 10. Measuring violence against women: Statistical trends ArchivedArticles and reports: 85-002-X201300111766Geography: CanadaDescription:
This Juristat article on violence against women is organized into four sections: prevalence and severity of violence against women, risk factors associated with violence against women, impact of violence against women and responses to violence against women.
To provide a comprehensive picture of the extent and nature of violence against women, both police-reported crime data and self-reported victimization data are used. The analysis also draws on information from two administrative surveys, namely the Transition Home Survey and the Victims Services Survey.
Release date: 2013-02-25
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