[Script Info] Title: [Events] Format: Layer, Start, End, Style, Name, MarginL, MarginR, MarginV, Effect, Text Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,- [Narrator] On his quest \Nto master econometrics, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Grasshopper Kamal has \Nmade great progress Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,stretching his capabilities \Nand outsmarting his foes. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Alas, today he's despondent. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,For one challenge remains unmet. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Kamal cannot yet decode \Nthe scriptures of academic research, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,journals like \N"The American Economic Review" Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and "Econometrica." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,These seemed to him to be inscribed \Nin an obscure foreign tongue. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,- [Kamal] Ugh, what the... ? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,- [Narrator] These volumes are \Nopaque to novice, Kamal, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,but can be deciphered with study. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Let us learn to read them together. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Let's dive into the West Point study, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,published in the "Economics \Nof Education Review." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,This paper reports \Non a randomized evaluation Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,of student electronics use \Nin Economics 101 classrooms. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,First, a quick review \Nof the research design. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,- Okay. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,- [Josh] 'Metrics masters \Nteaching at West Point, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,the military college that trains \NAmerican Army officers Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,designed a randomized trial\Nto answer this question. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,These masters randomly assigned\NWest Point cadets Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,into Economics classes\Noperating under different rules. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Unlike most American colleges, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,the West Point default \Nis no electronics. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,For purposes of this experiment,\Nsome students were left Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,in such traditional \Ntechnology-free classes, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,no lap tops, no tablets \Nand no phones! Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,[voice echoes] Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,This is the control group,\Nor baseline case. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Another group was allowed\Nto use electronics. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,This is the treatment group,\Nsubject to a changed environment. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,The treatment in this case\Nis the unrestricted use Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,of laptops or tablets in class. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Every causal question \Nhas a clear outcome, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,the variables we hope to influence\Ndefined in advance of the study. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,The outcomes in the West Point\Nelectronics study Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,are final exam scores. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,The study seeks to answer\Nthe following question, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,what is the causal effect \Nof classroom electronics on learning Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,as measured by exam scores? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,- Economics journal articles \Nusually begin with a table Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,of descriptive statistics,\Ngiving key facts Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,about the study sample. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,- Oh my gosh, I remember this table,\Nso confusing! Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Columns 1 to 3 report mean,\Nor average, characteristics. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,These give a sense \Nof who we're studying. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Let's start with column 1 \Nwhich describes covariates Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,in a control group. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Covariates are characteristics \Nof the control and treatment groups Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,measured before \Nthe experiment begins. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,For example, we see the control group\Nhas an average age a bit over 20. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Many of these covariates \Nare dummy variables. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,A dummy variable can only have \Ntwo values, a zero or a one. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,For example, student gender\Nis captured by a dummy variable Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that equals one for woman\Nand zero for man. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,The mean of this variable \Nis the proportion female. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,We also see that the control group \Nis 13% Hispanic Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and 19% had prior military service. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,The table notes are key. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Refer to these \Nas you scan the table. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,These notes explain what's shown \Nin each column and panel. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,The notes tell us, for example,\Nthat standard deviations Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,are reported in brackets. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Standard deviations tell us how\Nspread out the data are. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,For example, a standard deviation \Nof 0.52 tells us that most Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,of the control group's GPAs\Nfall between 2.35, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,which is 0.52 below \Nthe mean GPA of 2.87, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and 3.39, which is 0.52 above 2.87. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,A lower standard deviation\Nwould mean the GPAs were Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,more tightly clustered \Naround the mean. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,- [Kamal] Yeah, but they're missing\Nfrom most of the variables. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,- [Narrator] That's right. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Masters usually omit \Nstandard deviations for dummies.