Using k to Estimate and Test Patterns in the APIM David A. Kenny February 17, 2013
You need to know the Actor Partner Interdependence Model and APIM patterns! 2 APIM APIM Patterns
Couple Model – Equal Actor and Partner Effects: a = p Contrast Model –Actor plus partner sums to zero: a – p = 0 Actor Only Model –Partner effect is zero: p = 0 Partner Only Model –Actor effect is zero: a = 0 3
Suggested by Kenny and Ledermann (2010) k is the ratio of the partner effect to the actor effect or p/a k is named after Larry Kurdek, a pioneer in the study of dyadic data Special cases of k: –k is 1, couple model –k equal to −1, contrast model –k equal to zero, actor-only model The Parameter k 4
Contrast Actor Only Couple a = -p p = 0 a = p 5
Contrast Actor Only Couple a = -p p = 0 a = p But k might equal
Phantom Variables One way to estimate k is using a phantom variable. Phantom variable –No conceptual meaning –Forces a constraint –Latent variable –No disturbance 7
Standard APIM X1X1 X2X2 Y1Y1 Y2Y2 E1 E2 1 1 a1a1 p 21 p 12 a2a2 8
Phantom Variables to Estimate k X1X1 X2X2 Y1Y1 Y2Y2 E1 E2 1 1 a1a1 a2a2 P1P1 a1a1 k1k1 P2P2 a2a2 k2k2 9
Estimates and Confidence Interval Use bootstrapping to obtain the asymmetric confidence interval (CI). Check to see if 1, -1, or 0 are in the CI of k. 10
Note that k is not defined when the actor effect is zero. Thus, k and its confidence interval should not be computed if the actor effect is small. Caution in Computing the Parameter k
Distinguishability and k 12
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Results Distinguishable Wives: k W = (0.223 to ) Husbands: k H = (0.294 to 1.187) Equal values of k k W = k H = (0.489 to ) 2 (1) = 0.320, p =.571 Indistinguishable: k = (0.484 to 1.027) 14 CI
Example Setups Amos and Mplus (and soon laavan) setups can be downloaded at davidakenny.net/papers/k_apim/k_apim.htm 15
Defining k in Terms of X or k X 16
X1X1 X2X2 Y1Y1 Y2Y2 E1 E2 1 1 a1a1 p 21 p 12 a2a2 17
X1X1 X2X2 Y1Y1 Y2Y2 E1 E2 1 1 a1a1 p 21 p 12 a2a2 18
Defining k in as Actor Effect Divided by Partner Effect 19
Conclusion Using k can simplify the model and link the model to theory. Reading Kenny & Ledermann (2010), Journal of Family Psychology, 24, pp