Primary Outcomes (explanation)
Notes on the construction of the primary outcome variables appear below.
Primary outcome measures for the Just Beginning impact evaluation:
(1) Frequency that father uses labeling with child.
- Created from the survey question, "In past month, how often did you talk to child about the things that they looked at, grabbed, or pointed to?" which includes categories: (1) more than once a day, (2) about once a day, (3) a few times a week, (4) a few times a month, (5) rarely, and (6) not at all in the past month.
- Survey respondents are not asked this question if they have not seen their child at all in the past month. They are coded as category (6) not at all in the past month.
(2) Father attitude toward verbal engagement with child.
- Created from the survey question, "Do you agree or disagree with this statement: there is not much point talking to my child, because he or she is too young to understand me" which includes response categories: (1) strongly agree, (2) agree, (3) disagree, and (4) strongly disagree. The outcome is created by dichotomizing these responses into: (0) strongly agree or agree and (1) strongly disagree or disagree.
(3) Warm and supportive parenting scale (an average of 4 items).
- Created from the survey questions (1) "In the past 30 days, how often did you hug or show physical affection to your child?"; (2) "In the past 30 days, how often did you praise your child?"; (3) "In the past 30 days, how often did you soothe your child if he or she was crying?"; (4) "In the past 30 days, how often did you tell your child you loved him or her?" These questions all have response categories of (1) more than once a day, (2) about once a day, (3) a few times a week, (4) a few times a month, (5) rarely, and (6) not at all in the past month.
- Survey respondents are not asked this question if they have not seen their child at all in the past 30 day. They are coded as category (6) not at all in the past month, for all questions.
- Before the average is taken to compute the final outcome, responses to each item are reverse-coded, so responses range from (1) not at all in the past month to (6) more than once a day.
(4) Father-child dysfunctional interaction, a subscale from the Parenting Stress Index (average of 11 items).
- Created from 11 survey questions with responses of (1) strongly agree, (2) agree, (3) not sure, (4) disagree, and (5) strongly disagree. The 11 items are not included here because of potential copyright restrictions.
- Before the average is taken to compute the final outcome, responses to each item are reverse-coded, so responses range from (1) strongly disagree to (5) strongly agree.
(5) Parenting efficacy (average of 5 items)
- Created from the average of responses to five survey questions: (1) "I am good at helping my child when he/she is upset or distressed"; (2) "I am good at knowing what activity my child enjoys"; (3) "I am good at getting my child to have fun with me"; (4) "I am good at getting my child to understand what I want him/her to do"; and (5) "I am good at understanding what my child wants or needs." For each question, respondents indicate how often they agree with the statement, with responses of (1) always or almost always, (2) often, (3) sometimes, (4) rarely, and (5) never.
- Before the average is taken to compute the final outcome, responses to each item are reverse-coded, so responses range from (1) never to (5) always or almost always.
(6) Overall quality of father-child relationship.
- Created from response to survey question "Do you feel that your relationship with your child is excellent, very good, somewhat good, fair, or poor?" Respondents can answer (1) excellent, (2) very good, (3) somewhat good, (4) fair, or (5) poor.
- Responses are reverse-coded and categories 4 and 5 are combined for the final outcome, so that the outcome has values (1) poor or fair to (4) excellent.
(7) Father-child relationship quality scale (average of 6 items).
- Created from responses to survey questions (1) "How often do you feel disappointed with your child?"; (2) "How often do you wish that your child was different?"; (3) "How often do you feel proud of your child?"; (4) "How often do you feel angry or irritated with your child?"; (5) "How often do you accept your child the way he/she is?"; and (6) "How often does being a father to your child bring you joy?" Responses to each question are (1) always or almost always, (2) often, (3) sometimes, (4) rarely, and (5) never.
- Before computing the average of the responses to the six questions for the overall outcome, question (3), (5), and (6) are reverse-coded.
(8) Father perceived influence on child (average of 2 items).
- Created from responses to survey questions (1) "How much influence do you think you have on your child's life right now?" and (2) "How much influence do you think you will have on your child's life over the long-term?" Responses to each question are (1) a great deal, (2) some, (3) a little, and (4) none.
- The final outcome is created by averaging the responses to both questions.
(9) Father/child contact
- Created from response to the survey question, "In the past 30 days, how often did you see your child in person?" which has responses of (1) every day or almost every day, (2) 3 or 4 times per week, (3) 1 or 2 times per week, (4) 2 or 3 times in the past month, (5) once in the past month, and (6) not at all.
- Fathers who live with their child all or most of the time are not asked this question, and are coded as (1) every day or almost every day. Fathers who have not seen their child in the past month (asked in a previous question) are not asked this question, and they are coded as if they responded (6) not at all to this question.
- Categories (4) and (5) are combined for the final outcome, such that it has five categories: (1) every day or almost every day, (2) 3 or 4 times per week, (3) 1 or 2 times per week, (4) 1 to 3 times in the past month, and (5) not at all.
(10) Father's reliability for planned time with child
- Created from response to the survey question, "Sometimes things come up that get in the way of plans to spend time with children. How often do you have to cancel plans with child?" which includes responses of (1) often, (2) sometimes, (3) rarely, and (4) never.
For the DadTime impact evaluation we have 3 primary outcomes:
(1) Completed first Just Beginning session
- Binary variable equal to 1 if the father has completed the first Just Beginnings session and 0 otherwise.
(2) Number of Just Beginning sessions completed
- A count of the number of Just Beginning sessions the father has completed (range from 0 to 5).
(3) Completed all Just Beginning sessions
- Binary variable equal to 1 if the father has completed all 5 Just Beginning sessions and 0 otherwise.