Early Identification of At-Risk Youth in Latin America : An Application of Cluster Analysis

A new literature on the nature of and policies for youth in Latin America is emerging, but there is still very little known about who are the most vulnerable young people. This paper aims to characterize the heterogeneity in the youth population a...

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Main Authors: Bagby, Emilie, Cunningham, Wendy
Format: Policy Research Working Paper
Language:English
Published: World Bank, Washington, DC 2012
Subjects:
TV
Online Access:http://documents.worldbank.org/curated/en/2007/10/8474831/early-identification-at-risk-youth-latin-america-application-cluster-analysis
http://hdl.handle.net/10986/7571
id okr-10986-7571
recordtype oai_dc
spelling okr-10986-75712021-04-23T14:02:34Z Early Identification of At-Risk Youth in Latin America : An Application of Cluster Analysis Bagby, Emilie Cunningham, Wendy ACCESS TO HEALTH SERVICES ADDICTION ADOLESCENT ADOLESCENT HEALTH ADOLESCENT MEDICINE ADOLESCENT MOTHERS ADOLESCENTS ADULTHOOD AGE OF MARRIAGE AGED ALCOHOL ALCOHOL USE ARMED CONFLICT AVERAGE AGE BULLETIN CHILD HEALTH CHILDBEARING CHILDHOODS COCAINE COMMITTEE ON POPULATION COMMUNITY HEALTH CONDOM CONDOM USE CONDOMS CONTRACEPTION CRIME CULTURAL CHANGE DEVELOPING COUNTRIES DISCRIMINATION DOCTORS DROPOUT DROPOUTS DRUG USE DRUGS EARLY IDENTIFICATION EARLY SEXUAL INITIATION ECONOMIC INEQUALITY FAMILIES FAMILY MEMBERS FATHER FATHERS FEMALE FEMALES FIRST CHILD FIRST PREGNANCY FIRST SEXUAL EXPERIENCE GENDER GENDERS GIRLS HEALTH MANAGEMENT HEALTH PROMOTION HOSPITALS HOUSEHOLD POVERTY HUMAN DEVELOPMENT INDIGENOUS PEOPLES INDOOR AIR POLLUTION INTERVENTION LABOR FORCE LATIN AMERICAN LEVELS OF EDUCATION MARIJUANA MARIJUANA USE MARRIAGE AGE MEDICAL SERVICES MENTAL HEALTH MOTHER OBESITY OLD AGE OLDER AGE GROUPS OLDER MALES PARENT EDUCATION PARENTAL CONSENT PARENTAL EDUCATION PERSONALITY POLICY RESEARCH POLICY RESEARCH WORKING PAPER POLITICAL PARTIES POLLUTION POPULATION CENTER PREGNANCY PRIMARY EDUCATION PRIMARY SCHOOL PRIVATE LIFE PROGRESS PSYCHOLOGICAL ABUSE PSYCHOLOGY PSYCHOSOCIAL DEVELOPMENT PUBLIC HEALTH RADIO REHABILITATION RELATIONSHIP WITH PARENTS RELIGIOUS INSTITUTIONS RESPECT RISK BEHAVIOR RISK BEHAVIORS RISK FACTORS RISK GROUPS RISK TAKING RISK-TAKING RISKY BEHAVIOR RISKY SEX RISKY SEXUAL BEHAVIOR RISKY SEXUAL BEHAVIORS RURAL AREAS RURAL RESIDENCE RURAL YOUTH SAFE SEX SCHOOL QUALITY SCHOOL YEARS SCHOOLS SECONDARY EDUCATION SECONDARY SCHOOL SEXUAL ACTIVITIES SEXUAL ACTIVITY SEXUAL BEHAVIORS SEXUAL HEALTH SEXUAL INTERCOURSE SEXUAL PARTNERS SEXUAL PRACTICES SEXUAL RELATIONS SEXUALLY ACTIVE SMOKING SOCIAL EXCLUSION SOCIAL SCIENCES SOCIOECONOMIC STATUS SUBSTANCE ABUSE SUBSTANCE USE SUICIDE TOBACCO TOBACCO USE TV UNPROTECTED SEX URBAN AREAS URBAN YOUTH VIOLENCE VULNERABLE YOUNG PEOPLE WORKERS WORLD HEALTH ORGANIZATION YOUNG AGE YOUNG AGES YOUNG MALES YOUNG PERSON YOUTH YOUTH DEVELOPMENT YOUTH HEALTH YOUTH PARTICIPATION YOUTH POPULATION YOUTH VIOLENCE YOUTH ­ SMOKING YOUTHS A new literature on the nature of and policies for youth in Latin America is emerging, but there is still very little known about who are the most vulnerable young people. This paper aims to characterize the heterogeneity in the youth population and identify ex ante the youth that are at-risk and should be targeted with prevention programs. Using non-parametric methodologies and specialized youth surveys from Mexico and Chile, the authors quantify and characterize the different sub-groups of youth, according to the amount of risk in their lives, and find that approximately 20 percent of 18 to 24 year old Chileans and 40 percent of the same age cohort in Mexico are suffering the consequences of a range of negative behaviors. Another 8 to 20 percent demonstrate factors in their lives that pre-dispose them to becoming at-risk youth - they are the candidates for prevention programs. The analysis finds two observable variables that can be used to identify which children have a higher probability of becoming troubled youth: poverty and residing in rural areas. The analysis also finds that risky behaviors increase with age and differ by gender, thereby highlighting the need for program and policy differentiation along these two demographic dimensions. 2012-06-08T19:19:16Z 2012-06-08T19:19:16Z 2007-10 http://documents.worldbank.org/curated/en/2007/10/8474831/early-identification-at-risk-youth-latin-america-application-cluster-analysis http://hdl.handle.net/10986/7571 English Policy Research Working Paper; No. 4377 CC BY 3.0 IGO http://creativecommons.org/licenses/by/3.0/igo/ World Bank World Bank, Washington, DC Publications & Research :: Policy Research Working Paper Publications & Research Latin America & Caribbean Latin America
repository_type Digital Repository
institution_category Foreign Institution
institution Digital Repositories
building World Bank Open Knowledge Repository
collection World Bank
language English
topic ACCESS TO HEALTH SERVICES
ADDICTION
ADOLESCENT
ADOLESCENT HEALTH
ADOLESCENT MEDICINE
ADOLESCENT MOTHERS
ADOLESCENTS
ADULTHOOD
AGE OF MARRIAGE
AGED
ALCOHOL
ALCOHOL USE
ARMED CONFLICT
AVERAGE AGE
BULLETIN
CHILD HEALTH
CHILDBEARING
CHILDHOODS
COCAINE
COMMITTEE ON POPULATION
COMMUNITY HEALTH
CONDOM
CONDOM USE
CONDOMS
CONTRACEPTION
CRIME
CULTURAL CHANGE
DEVELOPING COUNTRIES
DISCRIMINATION
DOCTORS
DROPOUT
DROPOUTS
DRUG USE
DRUGS
EARLY IDENTIFICATION
EARLY SEXUAL INITIATION
ECONOMIC INEQUALITY
FAMILIES
FAMILY MEMBERS
FATHER
FATHERS
FEMALE
FEMALES
FIRST CHILD
FIRST PREGNANCY
FIRST SEXUAL EXPERIENCE
GENDER
GENDERS
GIRLS
HEALTH MANAGEMENT
HEALTH PROMOTION
HOSPITALS
HOUSEHOLD POVERTY
HUMAN DEVELOPMENT
INDIGENOUS PEOPLES
INDOOR AIR POLLUTION
INTERVENTION
LABOR FORCE
LATIN AMERICAN
LEVELS OF EDUCATION
MARIJUANA
MARIJUANA USE
MARRIAGE AGE
MEDICAL SERVICES
MENTAL HEALTH
MOTHER
OBESITY
OLD AGE
OLDER AGE GROUPS
OLDER MALES
PARENT EDUCATION
PARENTAL CONSENT
PARENTAL EDUCATION
PERSONALITY
POLICY RESEARCH
POLICY RESEARCH WORKING PAPER
POLITICAL PARTIES
POLLUTION
POPULATION CENTER
PREGNANCY
PRIMARY EDUCATION
PRIMARY SCHOOL
PRIVATE LIFE
PROGRESS
PSYCHOLOGICAL ABUSE
PSYCHOLOGY
PSYCHOSOCIAL DEVELOPMENT
PUBLIC HEALTH
RADIO
REHABILITATION
RELATIONSHIP WITH PARENTS
RELIGIOUS INSTITUTIONS
RESPECT
RISK BEHAVIOR
RISK BEHAVIORS
RISK FACTORS
RISK GROUPS
RISK TAKING
RISK-TAKING
RISKY BEHAVIOR
RISKY SEX
RISKY SEXUAL BEHAVIOR
RISKY SEXUAL BEHAVIORS
RURAL AREAS
RURAL RESIDENCE
RURAL YOUTH
SAFE SEX
SCHOOL QUALITY
SCHOOL YEARS
SCHOOLS
SECONDARY EDUCATION
SECONDARY SCHOOL
SEXUAL ACTIVITIES
SEXUAL ACTIVITY
SEXUAL BEHAVIORS
SEXUAL HEALTH
SEXUAL INTERCOURSE
SEXUAL PARTNERS
SEXUAL PRACTICES
SEXUAL RELATIONS
SEXUALLY ACTIVE
SMOKING
SOCIAL EXCLUSION
SOCIAL SCIENCES
SOCIOECONOMIC STATUS
SUBSTANCE ABUSE
SUBSTANCE USE
SUICIDE
TOBACCO
TOBACCO USE
TV
UNPROTECTED SEX
URBAN AREAS
URBAN YOUTH
VIOLENCE
VULNERABLE YOUNG PEOPLE
WORKERS
WORLD HEALTH ORGANIZATION
YOUNG AGE
YOUNG AGES
YOUNG MALES
YOUNG PERSON
YOUTH
YOUTH DEVELOPMENT
YOUTH HEALTH
YOUTH PARTICIPATION
YOUTH POPULATION
YOUTH VIOLENCE
YOUTH ­ SMOKING
YOUTHS
spellingShingle ACCESS TO HEALTH SERVICES
ADDICTION
ADOLESCENT
ADOLESCENT HEALTH
ADOLESCENT MEDICINE
ADOLESCENT MOTHERS
ADOLESCENTS
ADULTHOOD
AGE OF MARRIAGE
AGED
ALCOHOL
ALCOHOL USE
ARMED CONFLICT
AVERAGE AGE
BULLETIN
CHILD HEALTH
CHILDBEARING
CHILDHOODS
COCAINE
COMMITTEE ON POPULATION
COMMUNITY HEALTH
CONDOM
CONDOM USE
CONDOMS
CONTRACEPTION
CRIME
CULTURAL CHANGE
DEVELOPING COUNTRIES
DISCRIMINATION
DOCTORS
DROPOUT
DROPOUTS
DRUG USE
DRUGS
EARLY IDENTIFICATION
EARLY SEXUAL INITIATION
ECONOMIC INEQUALITY
FAMILIES
FAMILY MEMBERS
FATHER
FATHERS
FEMALE
FEMALES
FIRST CHILD
FIRST PREGNANCY
FIRST SEXUAL EXPERIENCE
GENDER
GENDERS
GIRLS
HEALTH MANAGEMENT
HEALTH PROMOTION
HOSPITALS
HOUSEHOLD POVERTY
HUMAN DEVELOPMENT
INDIGENOUS PEOPLES
INDOOR AIR POLLUTION
INTERVENTION
LABOR FORCE
LATIN AMERICAN
LEVELS OF EDUCATION
MARIJUANA
MARIJUANA USE
MARRIAGE AGE
MEDICAL SERVICES
MENTAL HEALTH
MOTHER
OBESITY
OLD AGE
OLDER AGE GROUPS
OLDER MALES
PARENT EDUCATION
PARENTAL CONSENT
PARENTAL EDUCATION
PERSONALITY
POLICY RESEARCH
POLICY RESEARCH WORKING PAPER
POLITICAL PARTIES
POLLUTION
POPULATION CENTER
PREGNANCY
PRIMARY EDUCATION
PRIMARY SCHOOL
PRIVATE LIFE
PROGRESS
PSYCHOLOGICAL ABUSE
PSYCHOLOGY
PSYCHOSOCIAL DEVELOPMENT
PUBLIC HEALTH
RADIO
REHABILITATION
RELATIONSHIP WITH PARENTS
RELIGIOUS INSTITUTIONS
RESPECT
RISK BEHAVIOR
RISK BEHAVIORS
RISK FACTORS
RISK GROUPS
RISK TAKING
RISK-TAKING
RISKY BEHAVIOR
RISKY SEX
RISKY SEXUAL BEHAVIOR
RISKY SEXUAL BEHAVIORS
RURAL AREAS
RURAL RESIDENCE
RURAL YOUTH
SAFE SEX
SCHOOL QUALITY
SCHOOL YEARS
SCHOOLS
SECONDARY EDUCATION
SECONDARY SCHOOL
SEXUAL ACTIVITIES
SEXUAL ACTIVITY
SEXUAL BEHAVIORS
SEXUAL HEALTH
SEXUAL INTERCOURSE
SEXUAL PARTNERS
SEXUAL PRACTICES
SEXUAL RELATIONS
SEXUALLY ACTIVE
SMOKING
SOCIAL EXCLUSION
SOCIAL SCIENCES
SOCIOECONOMIC STATUS
SUBSTANCE ABUSE
SUBSTANCE USE
SUICIDE
TOBACCO
TOBACCO USE
TV
UNPROTECTED SEX
URBAN AREAS
URBAN YOUTH
VIOLENCE
VULNERABLE YOUNG PEOPLE
WORKERS
WORLD HEALTH ORGANIZATION
YOUNG AGE
YOUNG AGES
YOUNG MALES
YOUNG PERSON
YOUTH
YOUTH DEVELOPMENT
YOUTH HEALTH
YOUTH PARTICIPATION
YOUTH POPULATION
YOUTH VIOLENCE
YOUTH ­ SMOKING
YOUTHS
Bagby, Emilie
Cunningham, Wendy
Early Identification of At-Risk Youth in Latin America : An Application of Cluster Analysis
geographic_facet Latin America & Caribbean
Latin America
relation Policy Research Working Paper; No. 4377
description A new literature on the nature of and policies for youth in Latin America is emerging, but there is still very little known about who are the most vulnerable young people. This paper aims to characterize the heterogeneity in the youth population and identify ex ante the youth that are at-risk and should be targeted with prevention programs. Using non-parametric methodologies and specialized youth surveys from Mexico and Chile, the authors quantify and characterize the different sub-groups of youth, according to the amount of risk in their lives, and find that approximately 20 percent of 18 to 24 year old Chileans and 40 percent of the same age cohort in Mexico are suffering the consequences of a range of negative behaviors. Another 8 to 20 percent demonstrate factors in their lives that pre-dispose them to becoming at-risk youth - they are the candidates for prevention programs. The analysis finds two observable variables that can be used to identify which children have a higher probability of becoming troubled youth: poverty and residing in rural areas. The analysis also finds that risky behaviors increase with age and differ by gender, thereby highlighting the need for program and policy differentiation along these two demographic dimensions.
format Publications & Research :: Policy Research Working Paper
author Bagby, Emilie
Cunningham, Wendy
author_facet Bagby, Emilie
Cunningham, Wendy
author_sort Bagby, Emilie
title Early Identification of At-Risk Youth in Latin America : An Application of Cluster Analysis
title_short Early Identification of At-Risk Youth in Latin America : An Application of Cluster Analysis
title_full Early Identification of At-Risk Youth in Latin America : An Application of Cluster Analysis
title_fullStr Early Identification of At-Risk Youth in Latin America : An Application of Cluster Analysis
title_full_unstemmed Early Identification of At-Risk Youth in Latin America : An Application of Cluster Analysis
title_sort early identification of at-risk youth in latin america : an application of cluster analysis
publisher World Bank, Washington, DC
publishDate 2012
url http://documents.worldbank.org/curated/en/2007/10/8474831/early-identification-at-risk-youth-latin-america-application-cluster-analysis
http://hdl.handle.net/10986/7571
_version_ 1764402511199862784