Podcast
Questions and Answers
What is addressed in section 7.1?
What is addressed in section 7.1?
- Sensitivity Analysis of Drug Use Estimates
- Weight Adjustment Summary Statistics
- Response Rates (correct)
- Proportions of Extreme Values and Outwinsors
Which section provides a summary of the impact of calibration weights?
Which section provides a summary of the impact of calibration weights?
- Evaluation of Calibration Weights (correct)
- Slippage Rates
- Weight Adjustment Summary Statistics
- Sensitivity Analysis of Drug Use Estimates
What information is likely covered in section 7.3?
What information is likely covered in section 7.3?
- Evaluation of Calibration Weights
- Slippage Rates (correct)
- Response Rates
- Weight Adjustment Summary Statistics
Which appendix details technical aspects of the Generalized Exponential Model?
Which appendix details technical aspects of the Generalized Exponential Model?
In which section would one find the derivation of poststratification control totals?
In which section would one find the derivation of poststratification control totals?
Which model group is NOT mentioned in Appendix C?
Which model group is NOT mentioned in Appendix C?
What does section 7.5 focus on regarding calibration weights?
What does section 7.5 focus on regarding calibration weights?
What does Appendix E evaluate in relation to calibration weights?
What does Appendix E evaluate in relation to calibration weights?
What model group is associated with covariates for 2011 NSDUH Pair Weights for the West region?
What model group is associated with covariates for 2011 NSDUH Pair Weights for the West region?
Which option correctly identifies the region associated with Model Group 3 for NSDUH dwelling unit weights?
Which option correctly identifies the region associated with Model Group 3 for NSDUH dwelling unit weights?
Which covariate is NOT mentioned for the 2011 NSDUH Questionnaire Dwelling Unit Weights?
Which covariate is NOT mentioned for the 2011 NSDUH Questionnaire Dwelling Unit Weights?
Which pair-level calibration modeling variable is defined under section H.1?
Which pair-level calibration modeling variable is defined under section H.1?
What is the focus of covariates in the 2011 NSDUH for Model Group 4?
What is the focus of covariates in the 2011 NSDUH for Model Group 4?
Which term identifies the covariate related to residential questionnaire weights in the South region?
Which term identifies the covariate related to residential questionnaire weights in the South region?
Which model group addresses the Northeast region for Pair Weights in the 2011 NSDUH?
Which model group addresses the Northeast region for Pair Weights in the 2011 NSDUH?
Which option indicates a model group with a focus on dwelling unit weights for the South region?
Which option indicates a model group with a focus on dwelling unit weights for the South region?
What is the minimum size required for extreme weight domains to adequately define extreme values?
What is the minimum size required for extreme weight domains to adequately define extreme values?
What can reduce the bias introduced by extreme value treatment in estimates?
What can reduce the bias introduced by extreme value treatment in estimates?
Which factors affect the selection probabilities of units in the sample for extreme weight domains?
Which factors affect the selection probabilities of units in the sample for extreme weight domains?
Why is cross-classification challenging when defining extreme weight domains?
Why is cross-classification challenging when defining extreme weight domains?
For pair data, which approach is considered more straightforward in defining extreme weight domains?
For pair data, which approach is considered more straightforward in defining extreme weight domains?
What was the classification system used for defining extreme weight domains in the 2011 survey?
What was the classification system used for defining extreme weight domains in the 2011 survey?
What concern did the circus statistician express regarding the estimate based on weighing Sambo, the elephant?
What concern did the circus statistician express regarding the estimate based on weighing Sambo, the elephant?
What is the primary characteristic required of extreme weight domains to avoid a mix of designs?
What is the primary characteristic required of extreme weight domains to avoid a mix of designs?
What is the purpose of extreme value treatment in the generalized exponential model (GEM)?
What is the purpose of extreme value treatment in the generalized exponential model (GEM)?
What is the narrower interval defined in the GEM modeling used for NSDUH in 2011?
What is the narrower interval defined in the GEM modeling used for NSDUH in 2011?
How is the variable mk defined for high extreme weights in the GEM model?
How is the variable mk defined for high extreme weights in the GEM model?
When classifying sampling weights, what defines a weight as extreme?
When classifying sampling weights, what defines a weight as extreme?
What does the product mk represent for nonextreme weights?
What does the product mk represent for nonextreme weights?
What is a characteristic of higher extreme weights in the GEM framework?
What is a characteristic of higher extreme weights in the GEM framework?
Which measure is used for Segment-Combined Median Rent and Housing Value?
Which measure is used for Segment-Combined Median Rent and Housing Value?
What is the role of the parameters L1, U1, L2, U2, L3, and U3 in GEM?
What is the role of the parameters L1, U1, L2, U2, L3, and U3 in GEM?
What happens when the scaling factor λ is set to 0?
What happens when the scaling factor λ is set to 0?
If the sum of the adjusted selection probabilities S' is less than 2, what action is taken?
If the sum of the adjusted selection probabilities S' is less than 2, what action is taken?
What does the factor Fs represent in the context of person selection probabilities?
What does the factor Fs represent in the context of person selection probabilities?
Which formula calculates the pairwise selection probabilities in Brewer's method?
Which formula calculates the pairwise selection probabilities in Brewer's method?
What affects the individual selection probabilities P'h(i) and P'h(j)?
What affects the individual selection probabilities P'h(i) and P'h(j)?
How is the value of K' determined?
How is the value of K' determined?
What is the condition for selecting a pair using Brewer's method?
What is the condition for selecting a pair using Brewer's method?
In what scenario would dummy persons be required?
In what scenario would dummy persons be required?
What age range corresponds to level 3 in the Ageb variable?
What age range corresponds to level 3 in the Ageb variable?
In the context of Group Quarter Indicator, which category represents college dorms?
In the context of Group Quarter Indicator, which category represents college dorms?
Which variable represents the racial demographic of the householder?
Which variable represents the racial demographic of the householder?
What percentage category corresponds to level 2 in the Percentage of Owner-Occupied Dwelling Units?
What percentage category corresponds to level 2 in the Percentage of Owner-Occupied Dwelling Units?
What does the Population Density variable's second level signify?
What does the Population Density variable's second level signify?
Which option correctly identifies a level of Household Type?
Which option correctly identifies a level of Household Type?
What race is classified as level 2 under Race (5 Levels)?
What race is classified as level 2 under Race (5 Levels)?
What is the highest percentage range for segments categorized as Hispanic or Latino?
What is the highest percentage range for segments categorized as Hispanic or Latino?
Which state is NOT listed in Model Group 1?
Which state is NOT listed in Model Group 1?
Which level of Segment-Combined Median Rent and Housing Value corresponds to the first quintile?
Which level of Segment-Combined Median Rent and Housing Value corresponds to the first quintile?
Flashcards
Response Rates
Response Rates
The percentage of individuals or units who participate in a survey or study.
Proportions of Extreme Values
Proportions of Extreme Values
The share of data points that fall in the highest or lowest ranges of a dataset.
Outwinors
Outwinors
Observations that have unusually high or low values, often indicating outliers.
Slippage Rates
Slippage Rates
Signup and view all the flashcards
Weight Adjustment Summary Statistics
Weight Adjustment Summary Statistics
Signup and view all the flashcards
Sensitivity Analysis
Sensitivity Analysis
Signup and view all the flashcards
Drug Use Estimates
Drug Use Estimates
Signup and view all the flashcards
Generalized Exponential Model (GEM)
Generalized Exponential Model (GEM)
Signup and view all the flashcards
Fs scaling factor
Fs scaling factor
Signup and view all the flashcards
T(λ)
T(λ)
Signup and view all the flashcards
λ (lambda)
λ (lambda)
Signup and view all the flashcards
P'h(i)
P'h(i)
Signup and view all the flashcards
S'
S'
Signup and view all the flashcards
K'
K'
Signup and view all the flashcards
Brewer's method
Brewer's method
Signup and view all the flashcards
Dummy persons
Dummy persons
Signup and view all the flashcards
Extreme Weight Domains
Extreme Weight Domains
Signup and view all the flashcards
Winsorization
Winsorization
Signup and view all the flashcards
Calibration Controls
Calibration Controls
Signup and view all the flashcards
Horvitz-Thompson (HT) Estimator
Horvitz-Thompson (HT) Estimator
Signup and view all the flashcards
Purposive Selection
Purposive Selection
Signup and view all the flashcards
Bias in Estimates
Bias in Estimates
Signup and view all the flashcards
Precision of Estimates
Precision of Estimates
Signup and view all the flashcards
Extreme Weight Treatment
Extreme Weight Treatment
Signup and view all the flashcards
NSDUH Questionnaire Dwelling Unit Weights
NSDUH Questionnaire Dwelling Unit Weights
Signup and view all the flashcards
Model Group
Model Group
Signup and view all the flashcards
Covariates
Covariates
Signup and view all the flashcards
sel.qdu.ps
sel.qdu.ps
Signup and view all the flashcards
res.qdu.nr
res.qdu.nr
Signup and view all the flashcards
res.qdu.ps
res.qdu.ps
Signup and view all the flashcards
NSDUH Pair Weights
NSDUH Pair Weights
Signup and view all the flashcards
res.pr.ev
res.pr.ev
Signup and view all the flashcards
Age Groups
Age Groups
Signup and view all the flashcards
Gender Categories
Gender Categories
Signup and view all the flashcards
Group Quarters
Group Quarters
Signup and view all the flashcards
Household Size
Household Size
Signup and view all the flashcards
Household Type
Household Type
Signup and view all the flashcards
Percentage of Owner-Occupied Dwellings
Percentage of Owner-Occupied Dwellings
Signup and view all the flashcards
Population Density
Population Density
Signup and view all the flashcards
Race/Ethnicity Categories
Race/Ethnicity Categories
Signup and view all the flashcards
Relation to Householder
Relation to Householder
Signup and view all the flashcards
Median Rent and Housing Value (Quintiles)
Median Rent and Housing Value (Quintiles)
Signup and view all the flashcards
Control Group
Control Group
Signup and view all the flashcards
Segment-Combined Median Rent and Housing Value
Segment-Combined Median Rent and Housing Value
Signup and view all the flashcards
Extreme Weights
Extreme Weights
Signup and view all the flashcards
Interquartile Range (IQR)
Interquartile Range (IQR)
Signup and view all the flashcards
Extreme Value Control
Extreme Value Control
Signup and view all the flashcards
mk Variable
mk Variable
Signup and view all the flashcards
Boundary Parameters (L1, U1; L2, U2; L3, U3)
Boundary Parameters (L1, U1; L2, U2; L3, U3)
Signup and view all the flashcards
Study Notes
2011 National Survey on Drug Use and Health Questionnaire Dwelling Unit-Level and Person Pair-Level Sampling Weight Calibration
- Prepared for the 2011 Methodological Resource Book
- RTI Project No. 0211838.207.005
- Contract No. HHSS283200800004C
- Deliverable No. 39
- Project Director: Thomas G. Virag
- Authors: Matthew Westlake, Patrick Chen, Harper Gordek
- Prepared for: Substance Abuse and Mental Health Services Administration, Rockville, Maryland 20857
- Prepared by: RTI International, Research Triangle Park, North Carolina 27709
- Date: January 2013
Disclaimer
- SAMHSA provides links to other internet sites as a service to users; not responsible for availability or content of external sites
- SAMHSA, employees, or contractors do not endorse, warrant, or guarantee the products, services, or information described or offered at these sites.
- Any reference to a commercial product, process, or service does not constitute an endorsement or recommendation by SAMHSA, employees, or contractors.
- For documents available from this server, the U.S. government does not warrant or assume any legal liability or responsibility for the accuracy, completeness, or usefulness of any information, apparatus, product, or process disclosed.
Preface
- This report documents the method used to calibrate weights for the 2011 National Survey on Drug Use and Health (NSDUH)
- High weights can occur due to small pair selection probabilities in calibration exercise.
- Extreme value (EV) control in weights is needed, but over-treatment can introduce bias.
- A hierarchy of domains was defined using pair age and number of persons aged 12-25 in the household, as well as state and clusters of states.
- Ratio adjustment (post-stratification) is performed to control for extreme values, following Hajek's suggestion.
- Data from a large screener sample was used to estimate poststratification controls.
- Multiplicities in person-level parameters (drug-related behaviors within households) required division by multiplicity factors when producing pair weights.
- Imputation was necessary for deriving pair relationships, multiplicity factors, and household totals to account for missing data.
Table of Contents
- Provides a detailed outline of the document, listing each chapter and the corresponding page number with the specific topics contained within each chapter.
Studying That Suits You
Use AI to generate personalized quizzes and flashcards to suit your learning preferences.
Related Documents
Description
This quiz explores various sections and appendices related to calibration weights in the NSDUH study. It addresses the impact of weights, model groups, and key covariates associated with the 2011 NSDUH data. Participants will gain insights into specific technical aspects and the relevance of different models.