“…We also encourage further innovation in measurement development. An incomplete list of promising approaches includes: opportunistically mining students’ online learning behavior or written communication in real time (e.g., Twitter feeds, Kahn Academy databases) for meaningful patterns of behavior (D’Mello, Duckworth, & Dieterle, 2014; Ireland & Pennebaker, 2010; Kern et al, 2014); the aperture method of administering random subsets of questionnaire items to respondents so as to minimize administration time while maximizing content validity (Revelle, Wilt, & Rosenthal, 2010); recording and later coding 30-second audio snippets during everyday life (Mehl, Vazire, Holleran, & Clark, 2010); presenting hypothetical situations in narrative form and asking students what they would do in that circumstance (Oswald, Schmitt, Kim, Ramsay, & Gillespie, 2004; Ployhart & MacKenzie, 2011); asking students to make observations of their peers (Wagerman & Funder, 2007); indirectly assessing personal qualities through innovative application of factor analysis to conventionally collected data (e.g., GPA, attendance, achievement test scores) (Kautz & Zanoni, 2014; Jackson, 2012); and contacting students throughout the day to assess their momentary actions, thoughts, and feelings (Wong & Csikszentmihalyi, 1991; Zirkel, Garcia, & Murphy, 2015). In general, efforts to advance measurement of personal qualities would greatly benefit from cross-fertilization with similar efforts in personality psychology, industrial and organizational psychology, neuroscience, and economics (Heckman & Kautz, 2013; Pickering & Gray, 1999; Roberts, Jackson, Duckworth, & Von Culin, 2011; Schmidt, 2013; Schmidt & Hunter, 1998).…”