Download Hierarchical Multiple Regression Analysis of Technology Excitement and more Exams Technology in PDF only on Docsity!
Multiple Regression-FORCED-ENTRY HIERARCHICAL MODEL
DORIS ACHEME
COM 631/731, Spring 2017
Data: Film & TV Usage 2015
I. MODEL
IV
Block 1: Demographics
Sex (female dummy):Q
Age: Q
Income: Q
Block 2: Media Habits
Q3h: “Surf” the internet “for pleasure”, not work
Q3i: Check my email DV
Q3j: Go to Facebook Technology excitement
Q3k: Play video games on some device (Sum of standardized
Q3n: Watch videos on a smart phone Q29a, Q29e, and Q29f)
Block 3: Cosmopoliteness
Q29s: I like to see films and TV programs from other countries.
Q29t: I see myself as a citizen of the world.
Block 4: Viewing Styles
Q28a: I often watch videos on my cell phone.
Q28b: I often search for videos on YouTube to watch.
Q28c: I often share videos via Facebook.
Q28d: I often share videos on Instagram.
Q28e: I like to watch TV shows on a laptop/tablet/phone
when I’m stuck somewhere and have to pass the time.
DV
Technology Excitement
Q29a: I love the options at my fingertips today, watching videos on my phone, texting,
streaming films.
Q29e: I can hardly wait to see what technology comes next.
Q29f: I think I’m getting less patient and am glad I have a smart phone or other digital options to
fill the time.
Newtech= ZQ29a+ ZQ29e+ ZQ29f
Cronbach’s alpha =.
2) Select dependent variable
Click variable name -> arrow
3) Select independent variable for block 1
Click independent variable name -> arrow
5) Select independent variables for block 2
Click variable name -> arrow
[NOTE: Screenshots for blocks 3 and 4 are not shown]
6) Statistics setting
6. a. Click statistics
6. b. Click Estimates, Model fit, R square change, Descriptive, Part and part correlations, collinearity
diagnostics.
III. SPSS Output
1. Syntax
COMPUTE newtech = Q29a + Q29e + Q29f.
EXECUTE.
DESCRIPTIVES
VARIABLES=newtech /SAVE
/STATISTICS=MEAN STDDEV MIN MAX KURTOSIS SKEWNESS.
REGRESSION
/DESCRIPTIVES MEAN STDDEV CORR SIG N
/MISSING LISTWISE
/STATISTICS COEFF OUTS R ANOVA COLLIN TOL CHANGE ZPP
/CRITERIA=PIN(.05) POUT(.10)
/NOORIGIN
/DEPENDENT Znewtech
/METHOD=ENTER femaleness Age Income /METHOD=ENTER Q3h Q3i Q3j Q3k Q3n
/METHOD=ENTER Q29s Q29t /METHOD=ENTER Q28a Q28b
Q28c Q28d Q28e
/SCATTERPLOT=(ZRESID ,ZPRED )
/RESIDUALS HIST(ZRESID) NORM(ZRESID).
2. Regression
Descriptive Statistics
Mean Std. Deviation N
Zscore(newtech) .0546212 .95583818 325
Femaleness .6185 .48651 325
Age 34.70 11.363 325
Income 4.81 2.322 325
Q3h. “Surf” the Internet “for
pleasure,” not work
Q3i. Check my email 1.34 .783 325
Q3j. Go on Facebook 2.58 2.297 325
Q3k. Play video games on
some device
Q3n. Watch videos on a
smart phone
Q29s. I like to see films and
TV programs from other
countries.
Q29t. I see myself as a
citizen of the world.
Q28a. I often watch videos
on my cell phone.
Q28b. I often search for
videos on YouTube to
watch.
Q28c. I often share videos
via Facebook.
Q28d. I often share videos
on Instagram.
Q28e. I like to watch TV
shows on a
laptop/tablet/phone when
I’m stuck somewhere and
have to pass the time.
Q28a. I often watch videos on my cell phone. .000^ .465^. Q28b. I often search for videos on YouTube to watch. .000^ .405^. Q28c. I often share videos via Facebook. .008^ .007^. Q28d. I often share videos on Instagram. .002^ .003^. Q28e. I like to watch TV shows on a laptop/tablet/phone when I’m stuck somewhere and have to pass the time.
N Zscore(newtech) 325 325 325 Femaleness 325 325 325 Age 325 325 325 Income 325 325 325 Q3h. “Surf” the Internet “for pleasure,” not work 325 325 325 Q3i. Check my email 325 325 325 Q3j. Go on Facebook 325 325 325 Q3k. Play video games on some device 325 325 325 Q3n. Watch videos on a smart phone 325 325 325 Q29s. I like to see films and TV programs from other countries. 325 325 325 Q29t. I see myself as a citizen of the world. 325 325 325 Q28a. I often watch videos on my cell phone. 325 325 325 Q28b. I often search for videos on YouTube to watch. 325 325 325 Q28c. I often share videos via Facebook. 325 325 325 Q28d. I often share videos on Instagram. 325 325 325 Q28e. I like to watch TV shows on a laptop/tablet/phone when I’m stuck somewhere and have to pass the time.
Variables Entered/Removeda Model Variables Entered Variables Removed Method 1 Income, Femaleness, Ageb^.^ Enter 2 Q3h. “Surf” the Internet “for pleasure,” not work, Q3k. Play video games on some device, Q3j. Go on Facebook, Q3i. Check my email, Q3n. Watch videos on a smart phoneb
. Enter 3 Q29t. I see myself as a citizen of the world., Q29s. I like to see films and TV programs from other countries.b . Enter 4 Q28b. I often search for videos on YouTube to watch., Q28d. I often share videos on Instagram., Q28e. I like to watch TV shows on a laptop/tablet/phon e when I’m stuck somewhere and have to pass the time., Q28a. I often watch videos on my cell phone., Q28c. I often share videos via Facebook.b . Enter a. Dependent Variable: Zscore(newtech) b. All requested variables entered.
Coefficientsa Model Unstandardized Coefficients Standardized Coefficients t Sig. Correlations Collinearity Statistics B Std. Error Beta Zero- order Partial Part Toler ance VIF 1 (Constant) .250 .195 1.282. Femaleness .110 .110 .056 .999 .319 .042 .056 .055 .981 1. Age - .009 .005 - .106 - 1.858 .064 - .094 - .103 - .103 .954 1. Income .009 .023 .022 .398 .691 .006 .022 .022 .972 1. 2 (Constant) .806 .215 3.745. Femaleness .086 .105 .044 .817 .415 .042 .046 .041 .890 1. Age .003 .005 .035 .640 .523 - .094 .036 .032 .845 1. Income .001 .021 .003 .062 .951 .006 .003 .003 .945 1. Q3h. “Surf” the Internet “for pleasure,” not work - .091^ .050^ - .104^ - 1.835^ .067^ - .181^ - .103^ - .092^ .786^ 1. Q3i. Check my email .042 .070 .035 .607 .544 - .071 .034 .031 .774 1. Q3j. Go on Facebook .000 .023 - .001 - .019 .985 - .141 - .001 - .001 .800 1. Q3k. Play video games on some device - .056^ .022^ - .143^ - 2.600^ .010^ - .277^ - .145^ - .131^ .841^ 1. Q3n. Watch videos on a smart phone - .141^ .023^ - .355^ - 6.106^ .000^ - .409^ - .325^ - .307^ .749^ 1. 3 (Constant) .219 .268 .818. Femaleness .084 .103 .043 .815 .415 .042 .046 .040 .889 1. Age .005 .005 .059 1.097 .273 - .094 .062 .054 .832 1. Income .009 .021 .022 .422 .673 .006 .024 .021 .924 1. Q3h. “Surf” the Internet “for pleasure,” not work - .084^ .049^ - .097^ - 1.725^ .085^ - .181^ - .097^ - .085^ .778^ 1. Q3i. Check my email .043 .069 .035 .621 .535 - .071 .035 .031 .766 1. Q3j. Go on Facebook - .006 .024 - .013 - .237 .813 - .141 - .013 - .012 .755 1. Q3k. Play video games on some device - .052^ .021^ - .131^ - 2.424^ .016^ - .277^ - .136^ - .120^ .835^ 1. Q3n. Watch videos on a smart phone - .141^ .023^ - .355^ - 6.208^ .000^ - .409^ - .331^ - .307^ .745^ 1. Q29s. I like to see films and TV programs from other countries. - .002^ .029^ - .004^ - .068^ .946^ .084^ - .004^ - .003^ .690^ 1. Q29t. I see myself as a citizen of the world. .100^ .030^ .190^ 3.308^ .001^ .207^ .184^ .163^ .738^ 1. 4 (Constant) - .461 .296 - 1.559. Femaleness .111 .100 .056 1.105 .270 .042 .063 .052 .839 1. Age .006 .004 .077 1.488 .138 - .094 .084 .070 .824 1. Income .002 .020 .005 .106 .916 .006 .006 .005 .894 1. Q3h. “Surf” the Internet “for pleasure,” not work - .094^ .047^ - .107^ - 1.978^ .049^ - .181^ - .112^ - .093^ .748^ 1. Q3i. Check my email .060 .066 .050 .911 .363 - .071 .052 .043 .740 1. Q3j. Go on Facebook - .020 .024 - .049 - .843 .400 - .141 - .048 - .039 .650 1. Q3k. Play video games on some device - .043^ .020^ - .110^ - 2.130^ .034^ - .277^ - .120^ - .100^ .822^ 1. Q3n. Watch videos on a smart phone - .090^ .025^ - .227^ - 3.574^ .000^ - .409^ - .199^ - .167^ .544^ 1. Q29s. I like to see films and TV programs from other countries. - .009^ .028^ - .019^ - .332^ .740^ .084^ - .019^ - .016^ .664^ 1. Q29t. I see myself as a citizen of the world. .081^ .029^ .154^ 2.792^ .006^ .207^ .157^ .131^ .719^ 1. Q28a. I often watch videos on my cell phone. .035^ .028^ .079^ 1.251^ .212^ .338^ .071^ .059^ .547^ 1. Q28b. I often search for videos on YouTube to watch. .023^ .028^ .051^ .845^ .399^ .250^ .048^ .040^ .601^ 1. Q28c. I often share videos via Facebook. - .065^ .032^ - .136^ - 2.070^ .039^ .134^ - .117^ - .097^ .504^ 1. Q28d. I often share videos on Instagram. .027^ .038^ .042^ .712^ .477^ .158^ .040^ .033^ .626^ 1. Q28e. I like to watch TV shows on a laptop/tablet/phone when I’m stuck somewhere and have to pass the time.
a. Dependent Variable: Zscore(newtech)
Excluded Variablesa Model Beta In t Sig. Partial Correlation Collinearity Statistics Tolerance VIF Minimum Tolerance 1 Q3h. “Surf” the Internet “for pleasure,” not work -. b (^) - 3.147 .002 - .173 .990 1.010. Q3i. Check my email - .073b^ - 1.304 .193 - .073 .972 1.029. Q3j. Go on Facebook - .133b^ - 2.288 .023 - .127 .904 1.106. Q3k. Play video games on some device -. b (^) - 5.050 .000 - .272 .986 1.014. Q3n. Watch videos on a smart phone -. b (^) - 7.790 .000 - .399 .903 1.107. Q29s. I like to see films and TV programs from other countries.. b (^) 1.531 .127 .085 .971 1.030. Q29t. I see myself as a citizen of the world.. b (^) 3.655 .000 .200 .969 1.032. Q28a. I often watch videos on my cell phone.. b (^) 6.175 .000 .326 .963 1.038. Q28b. I often search for videos on YouTube to watch.. b (^) 4.427 .000 .240 .956 1.046. Q28c. I often share videos via Facebook.. b (^) 2.200 .028 .122 .936 1.068. Q28d. I often share videos on Instagram.. b (^) 2.780 .006 .154 .956 1.046. Q28e. I like to watch TV shows on a laptop/tablet/phone when I’m stuck somewhere and have to pass the time. .420b^ 8.224 .000 .418 .975 1.026. 2 Q29s. I like to see films and TV programs from other countries.. c (^) 1.713 .088 .096 .899 1.112. Q29t. I see myself as a citizen of the world.. c (^) 3.743 .000 .206 .960 1.041. Q28a. I often watch videos on my cell phone.. c (^) 3.244 .001 .180 .713 1.402. Q28b. I often search for videos on YouTube to watch.. c (^) 2.748 .006 .153 .893 1.120. Q28c. I often share videos via Facebook.. c (^) .495 .621 .028 .778 1.285. Q28d. I often share videos on Instagram.. c (^) 1.389 .166 .078 .820 1.219. Q28e. I like to watch TV shows on a laptop/tablet/phone when I’m stuck somewhere and have to pass the time. .318c^ 6.214 .000 .330 .865 1.156. 3 Q28a. I often watch videos on my cell phone.. d (^) 2.751 .006 .154 .696 1.437. Q28b. I often search for videos on YouTube to watch.. d (^) 2.239 .026 .126 .859 1.164. Q28c. I often share videos via Facebook.. d (^) .093 .926 .005 .755 1.325. Q28d. I often share videos on Instagram.. d (^) 1.061 .290 .060 .804 1.243. Q28e. I like to watch TV shows on a laptop/tablet/phone when I’m stuck somewhere and have to pass the time. .300d^ 5.868 .000 .315 .846 1.182. a. Dependent Variable: Zscore(newtech) b. Predictors in the Model: (Constant), Income, Femaleness, Age c. Predictors in the Model: (Constant), Income, Femaleness, Age, Q3h. “Surf” the Internet “for pleasure,” not work, Q3k. Play video games on some device, Q3j. Go on Facebook, Q3i. Check my email, Q3n. Watch videos on a smart phone d. Predictors in the Model: (Constant), Income, Femaleness, Age, Q3h. “Surf” the Internet “for pleasure,” not work, Q3k. Play video games on some device, Q3j. Go on Facebook, Q3i. Check my email, Q3n. Watch videos on a smart phone, Q29t. I see myself as a citizen of the world., Q29s. I like to see films and TV programs from other countries.
Residuals Statisticsa
Minimum Maximum Mean Std. Deviation N
Predicted Value - 1.3668007 1.3862305 .0546212 .54358699 325
Residual - 3.00068235 2.02369022 .00000000 .78621867 325
Std. Predicted Value - 2.615 2.450 .000 1.000 325
Std. Residual - 3.727 2.514 .000 .977 325
a. Dependent Variable: Zscore(newtech)
