Hello to all
I have results form a sample of 10.000 interviews for a series of variables: Age (1,2,3,4...99) Marital Status (Single, married, divorced, etc) Persons in home (1,2,3,4,5,6, more) Income Level (High, Medium, Low) And results form another sample of 9.000 interviews. How can I establish if both samples are correctly taken, in other words, if they are comparable with each other or not? Regards, |
Code a variable "1" if a case is from the first sample
and a "0" if it is from the second, then set up a logistic regression that predicts this variable. Your hope is for no significant or sizeable predictors of SAMPLE. -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Eugenio Grant Sent: Thursday, February 22, 2007 4:48 PM To: [hidden email] Subject: Comparing samples on SPSS Hello to all I have results form a sample of 10.000 interviews for a series of variables: Age (1,2,3,4...99) Marital Status (Single, married, divorced, etc) Persons in home (1,2,3,4,5,6, more) Income Level (High, Medium, Low) And results form another sample of 9.000 interviews. How can I establish if both samples are correctly taken, in other words, if they are comparable with each other or not? Regards, |
With emphasis on sizable since with this sample size, you will likely
find significant differences that may be trivial. Paul R. Swank, Ph.D. Professor Director of Reseach Children's Learning Institute University of Texas Health Science Center-Houston -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Anthony Babinec Sent: Thursday, February 22, 2007 9:53 PM To: [hidden email] Subject: Re: Comparing samples on SPSS Code a variable "1" if a case is from the first sample and a "0" if it is from the second, then set up a logistic regression that predicts this variable. Your hope is for no significant or sizeable predictors of SAMPLE. -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Eugenio Grant Sent: Thursday, February 22, 2007 4:48 PM To: [hidden email] Subject: Comparing samples on SPSS Hello to all I have results form a sample of 10.000 interviews for a series of variables: Age (1,2,3,4...99) Marital Status (Single, married, divorced, etc) Persons in home (1,2,3,4,5,6, more) Income Level (High, Medium, Low) And results form another sample of 9.000 interviews. How can I establish if both samples are correctly taken, in other words, if they are comparable with each other or not? Regards, |
In reply to this post by Eugenio Grant
What Anthony describes is essentially a step in Propensity Score
Analysis. The approach encourages you to carefully model the sample differences. You can save the predicted score from the logistic regression and use it in subsequent substantive analyses where you want to adjust for sample differences (eg, as a covariate, weight, matching variable, etc). Be sure to properly handle your categorical predictors. Dennis Deck, PhD RMC Research Corporation [hidden email] -----Original Message----- From: Anthony Babinec [mailto:[hidden email]] Sent: Thursday, February 22, 2007 7:53 PM Subject: Re: Comparing samples on SPSS Code a variable "1" if a case is from the first sample and a "0" if it is from the second, then set up a logistic regression that predicts this variable. Your hope is for no significant or sizeable predictors of SAMPLE. -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Eugenio Grant Sent: Thursday, February 22, 2007 4:48 PM To: [hidden email] Subject: Comparing samples on SPSS Hello to all I have results form a sample of 10.000 interviews for a series of variables: Age (1,2,3,4...99) Marital Status (Single, married, divorced, etc) Persons in home (1,2,3,4,5,6, more) Income Level (High, Medium, Low) And results form another sample of 9.000 interviews. How can I establish if both samples are correctly taken, in other words, if they are comparable with each other or not? Regards, |
In reply to this post by Eugenio Grant
It seems that the samples are not large enough to make results
meaningful in a logistic regression. What it would make sense given the samples is some descriptive statistics such as mean, standard deviation, median min and max values for each sample, and frequencies on the categorical variables and compare their values. You may also do a t-test comparison of the means. Fermin Ornelas, Ph.D. Management Analyst III, AZ DES Tel: (602) 542-5639 E-mail: [hidden email] -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Dennis Deck Sent: Friday, February 23, 2007 1:05 PM To: [hidden email] Subject: Re: Comparing samples on SPSS What Anthony describes is essentially a step in Propensity Score Analysis. The approach encourages you to carefully model the sample differences. You can save the predicted score from the logistic regression and use it in subsequent substantive analyses where you want to adjust for sample differences (eg, as a covariate, weight, matching variable, etc). Be sure to properly handle your categorical predictors. Dennis Deck, PhD RMC Research Corporation [hidden email] -----Original Message----- From: Anthony Babinec [mailto:[hidden email]] Sent: Thursday, February 22, 2007 7:53 PM Subject: Re: Comparing samples on SPSS Code a variable "1" if a case is from the first sample and a "0" if it is from the second, then set up a logistic regression that predicts this variable. Your hope is for no significant or sizeable predictors of SAMPLE. -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Eugenio Grant Sent: Thursday, February 22, 2007 4:48 PM To: [hidden email] Subject: Comparing samples on SPSS Hello to all I have results form a sample of 10.000 interviews for a series of variables: Age (1,2,3,4...99) Marital Status (Single, married, divorced, etc) Persons in home (1,2,3,4,5,6, more) Income Level (High, Medium, Low) And results form another sample of 9.000 interviews. How can I establish if both samples are correctly taken, in other words, if they are comparable with each other or not? Regards, NOTICE: This e-mail (and any attachments) may contain PRIVILEGED OR CONFIDENTIAL information and is intended only for the use of the specific individual(s) to whom it is addressed. It may contain information that is privileged and confidential under state and federal law. This information may be used or disclosed only in accordance with law, and you may be subject to penalties under law for improper use or further disclosure of the information in this e-mail and its attachments. If you have received this e-mail in error, please immediately notify the person named above by reply e-mail, and then delete the original e-mail. Thank you. |
Rereading the original post I realize that the intended question was
probably: "How can I see whether the two samples differ on each of these categorical variables". A conventional approach would be to use T-TEST for continuous variables (age) and CROSSTABS for categorical variables (marital status). With such large N's (9K-10K), even trivial differences will likely be significant so you may want to also calculate effect sizes or standardized differences. However, in many fields the researcher must compare naturally occurring groups which typically differ on multiple variables. Propensity Score Analysis (generally using LOGISTIC) offers a useful multivariate strategy for modeling the overall differences in the groups and adjusting for these differences in subsequent analyses. If you have two samples drawn in different years or from different populations and you want to say something about any differences adjusting for sample characteristics, this would be an appropriate approach. Dennis Deck, PhD RMC Research Corporation [hidden email] -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Dennis Deck Sent: Friday, February 23, 2007 1:05 PM To: [hidden email] Subject: Re: Comparing samples on SPSS What Anthony describes is essentially a step in Propensity Score Analysis. The approach encourages you to carefully model the sample differences. You can save the predicted score from the logistic regression and use it in subsequent substantive analyses where you want to adjust for sample differences (eg, as a covariate, weight, matching variable, etc). Be sure to properly handle your categorical predictors. Dennis Deck, PhD RMC Research Corporation [hidden email] -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Eugenio Grant Sent: Thursday, February 22, 2007 4:48 PM To: [hidden email] Subject: Comparing samples on SPSS Hello to all I have results form a sample of 10.000 interviews for a series of variables: Age (1,2,3,4...99) Marital Status (Single, married, divorced, etc) Persons in home (1,2,3,4,5,6, more) Income Level (High, Medium, Low) And results form another sample of 9.000 interviews. How can I establish if both samples are correctly taken, in other words, if they are comparable with each other or not? Regards, NOTICE: This e-mail (and any attachments) may contain PRIVILEGED OR CONFIDENTIAL information and is intended only for the use of the specific individual(s) to whom it is addressed. It may contain information that is privileged and confidential under state and federal law. This information may be used or disclosed only in accordance with law, and you may be subject to penalties under law for improper use or further disclosure of the information in this e-mail and its attachments. If you have received this e-mail in error, please immediately notify the person named above by reply e-mail, and then delete the original e-mail. Thank you. |
Thanks Dennis that's exactly what I need: To establish by some manner if
both samples are correct (by correct I mean that if they were properly taken, they should show some differences but not to the point of saying that sample A is not comparable to sample B on the provided variables. Is there a way to do this on SPSS, SPSS syntax or some place with info would be great considering statistics is not my specialty. Regards, -----Mensaje original----- De: SPSSX(r) Discussion [mailto:[hidden email]] En nombre de Dennis Deck Enviado el: Viernes, 23 de Febrero de 2007 03:34 p.m. Para: [hidden email] Asunto: Re: Comparing samples on SPSS Rereading the original post I realize that the intended question was probably: "How can I see whether the two samples differ on each of these categorical variables". A conventional approach would be to use T-TEST for continuous variables (age) and CROSSTABS for categorical variables (marital status). With such large N's (9K-10K), even trivial differences will likely be significant so you may want to also calculate effect sizes or standardized differences. However, in many fields the researcher must compare naturally occurring groups which typically differ on multiple variables. Propensity Score Analysis (generally using LOGISTIC) offers a useful multivariate strategy for modeling the overall differences in the groups and adjusting for these differences in subsequent analyses. If you have two samples drawn in different years or from different populations and you want to say something about any differences adjusting for sample characteristics, this would be an appropriate approach. Dennis Deck, PhD RMC Research Corporation [hidden email] -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Dennis Deck Sent: Friday, February 23, 2007 1:05 PM To: [hidden email] Subject: Re: Comparing samples on SPSS What Anthony describes is essentially a step in Propensity Score Analysis. The approach encourages you to carefully model the sample differences. You can save the predicted score from the logistic regression and use it in subsequent substantive analyses where you want to adjust for sample differences (eg, as a covariate, weight, matching variable, etc). Be sure to properly handle your categorical predictors. Dennis Deck, PhD RMC Research Corporation [hidden email] -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Eugenio Grant Sent: Thursday, February 22, 2007 4:48 PM To: [hidden email] Subject: Comparing samples on SPSS Hello to all I have results form a sample of 10.000 interviews for a series of variables: Age (1,2,3,4...99) Marital Status (Single, married, divorced, etc) Persons in home (1,2,3,4,5,6, more) Income Level (High, Medium, Low) And results form another sample of 9.000 interviews. How can I establish if both samples are correctly taken, in other words, if they are comparable with each other or not? Regards, NOTICE: This e-mail (and any attachments) may contain PRIVILEGED OR CONFIDENTIAL information and is intended only for the use of the specific individual(s) to whom it is addressed. It may contain information that is privileged and confidential under state and federal law. This information may be used or disclosed only in accordance with law, and you may be subject to penalties under law for improper use or further disclosure of the information in this e-mail and its attachments. If you have received this e-mail in error, please immediately notify the person named above by reply e-mail, and then delete the original e-mail. Thank you. |
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