Goodbye, Listwise Deletion
Presenting Hot Deck Imputation as an Easy and Effective Tool for Handling Missing Data
Bibliographic Data
| ID | 12971196 |
|---|---|
| Authors | Teresa Myers (0000-0003-1712-1290, George Mason University, corresponding author) |
| Year | 2011 |
| Volume | 5 |
| Issue | 4 |
| Pages | 297-310 |
| Publication date | 2011-10-01 |
| Peer Reviewed | Yes |
| Open Access | No |
| Type | ARTICLE |
| Venue | Communication Methods and Measures (JOURNAL) |
| Journal identifiers | ISSN: 1931-2458 • E-ISSN: 1931-2466 |
| Publisher | Taylor & Francis (PUBLISHER • GB) |
| DOI | 10.1080/19312458.2011.624490 |
| OpenAlex | W2165859062 |
| Language | EN |
| Citations received | 88 |
| References cited | 18 |
Missing data are a ubiquitous problem in quantitative communication research, yet the missing data handling practices found in most published work in communication leave much room for improvement. In this article, problems with current practices are discussed and suggestions for improvement are offered. Finally, hot deck imputation is suggested as a practical solution to many missing data problems. A computational tool for SPSS (Statistical Package for the Social Sciences) is presented that will enable communication researchers to easily implement hot deck imputation in their own analyses
Data mining · Data science · Deck · Imputation (statistics · Machine learning · Missing data · Computer Science · Electoral Systems and Political Participation · Engineering · Social Media and Politics · Survey Sampling and Estimation Techniques
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The Role of Collective Efficacy in Climate Change Adaptation in India
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Examining the role of perceived discrimination stress, disaster communication, and community resilience perceptions in Hurricane Harvey stress reactions among Latinos in Texas
Parent Approach and Avoidance Temperaments and Parenting Behaviors
The Latino Paradox, the Racial Invariance Thesis, and Recidivism Among a Sample of Juvenile Offenders
The impact of maternal and paternal parenting styles and parental involvement on Chinese adolescents’ academic engagement and burnout
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The emotion trajectory of self-selected jazz music with lyrics
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The Association between Racial Socialization and Depression
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Audience segmentation analysis of public intentions to get a Covid-19 vaccine in Australia
The Mutual Reinforcement of Media Selectivity and Effects
Evaluation of Residual-Based Fit Statistics for Item Response Theory Models in the Presence of Non-Responses
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Intersectional health-related stigma in persons living with HIV and chronic pain
Temporal Summation of Pain as a Prospective Predictor of Clinical Pain Severity in Adults Aged 45 Years and Older With Knee Osteoarthritis
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Recommendations for Treating Missing Data in Counseling and Social Science Research
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A Bird's Eye View of Civilians Killed by Police in 2015
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Cultural patterns of evasive answer bias in surveys
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An Evaluation of a Community-Based Mental Health Literacy Intervention for Black Adults
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Item Response Theory Analysis of the Cultural Humility and Enactment Scale – Supervision
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Covid-19 Stressful Life Events and Chinese Adolescents’ Mental Health
Evaluating the factor structure of the Multidimensional Psychological Flexibility Inventory
Addressing Missing Data in Quantitative Counseling Research
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Vulnerable Populations Perceive Their Health as at Risk from Climate Change
A Multinational Longitudinal Study Incorporating Intensive Methods to Examine Caregiver Experiences in the Context of Chronic Health Conditions
Correlates of Condom Use Among Somali and Ethiopian Immigrants in the U.S
The association between life satisfaction, emotional support, and perceived health among women who experienced intimate Partner violence (IPV) – 2007 behavioral risk factor surveillance system
Cross-country variations in the caregiver role
What hypertensive patients want to know [and from whom] about their disease
The Relationship Between Forgiveness and Health Outcomes Among People Living with HIV
Risk models for predicting the health-related quality of life of caregivers of youth with gastrointestinal concerns
Victimisation and life satisfaction of gay and bisexual individuals in 44 European countries
Examining U.S. and Japanese College Students’ Differences in Psychological Distress
Examination of the Phenomenology and Clinical Correlates of Emetophobia in a Sample of Salvadorian Youths
National Identification and Intergroup Attitudes Among Members of the National Majority and Immigrants
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A pilot study examining the impact of a brief health education intervention on food choices and exercise in a Latinx college student sample
Entrepreneurship
Recommendations to disclose sexual assault are motivated by retribution among women who endorse honor values
How Southeast Asian Students Develop Their Science Self-Efficacy During the First Year of College
Single-parent status and smoke-free home rules among daily smokers
First-order, second-order or third-rate? A comparison of turnout in European, local and national elections in the Netherlands
The Impact of Election Campaigns on the Nationalization of Voting Behavior in Local Elections
Dealing with Missing Data
Extending the Impacts of Hostile Media Perceptions
Contribution of Training to Scientists’ Public Engagement Intentions
Social Class and Social Cohesion among American Jews
Unexpected death in ill old age
A Xhosa language translation of the Core-OM using South African university student samples
From Cultural Discordance to Support for Collective Action
Mothers' Impact on Daughters' Cardiovascular Reactivity in a High-Threat Context
At the Intersection of Ethnicity/Race and Poverty
Missing Data
Multiple imputation
Handling missing data in survey research
A Primer on Maximum Likelihood Algorithms Available for Use With Missing Data
Multiple imputation
Missing Data in Educational Research
A Review of Hot Deck Imputation for Survey Non‐response
Missing data
Multiple Imputation for Nonresponse in Surveys
The Treatment of Missing Data in Multivariate Analysis
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| Unique citing works | 88 |
|---|---|
| Citations per year | 6,29 |
| Citation span | 2012 - 2026 (15) |
| Citation velocity | current |
| Highly cited | No |
| Citation types | Neutral: 88 |