4
Prof. Solon Moreira e-mail: [email protected] Office: B-408 Assistant: Alejandra Arrocha e-mail: [email protected] 1 Topics in Applied Econometrics 1. Objectives This is a hands on course intended to develop your knowledge of applied econometrics through the discussion of selected topics related to empirical research in management. The tools and techniques that you will be exposed in class are found in papers published in top management journals. After this course you are expected to be able to discuss and implement the techniques presented in class in your own research. To take this course you must have successfully completed Econometrics I. You should also have developed basic skills in stata. 2. Contents The topics covered in this course include: Introduction to the course; Data management using stata; Matching; Differenceindifferences; Regression Discontinuity; Heckman models; Event History Analysis and Marginal effects using stata. We will use Stata 15 in all classes. You must bring your own laptop to class. Stata estimation commands will be introduced during the course. 3. Methodology Classes will consist of lectures and seminars. Students are expected to prepare in advance and actively participate in each classes. There will be several exercises developed in class related to the application of the tools and techniques discussed during the course. The course instructor will provide the students access to datasets that they will use in assignments and exercises. A list of readings in addition to those listed in the outline will be made available as the course progresses. 4. Grading This course will be assessed based on two criteria: Contribution to class learning and two presentations that the students are expected to do during the course. Contribution to class learning will be determined by active participation in class discussions and your ability to demonstrate that you have prepared the materials assigned to a particular class (50% of the final grade).

Topics in Applied Econometrics - PhD in Management · Topics in Applied Econometrics 1. ... management using stata; ... of Financial Economics, vol. 109, pp. 856‐878

  • Upload
    danganh

  • View
    216

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Topics in Applied Econometrics - PhD in Management · Topics in Applied Econometrics 1. ... management using stata; ... of Financial Economics, vol. 109, pp. 856‐878

Prof. Solon Moreira e-mail: [email protected] Office:

B-408

Assistant: Alejandra Arrocha e-mail: [email protected]

1

TopicsinAppliedEconometrics

1.ObjectivesThis is a hands on course intended to develop your knowledge of appliedeconometrics throughthediscussionofselectedtopicsrelatedtoempiricalresearchinmanagement.Thetoolsandtechniquesthatyouwillbeexposedinclassarefoundinpaperspublishedintopmanagementjournals.Afterthiscourseyouareexpectedtobe able to discuss and implement the techniques presented in class in your ownresearch.TotakethiscourseyoumusthavesuccessfullycompletedEconometricsI.Youshouldalsohavedevelopedbasicskillsinstata.2.ContentsThe topics covered in this course include: Introduction to the course; Datamanagementusingstata;Matching;Difference‐in‐differences;RegressionDiscontinuity; Heckmanmodels;EventHistoryAnalysisandMarginaleffectsusingstata.Wewill useStata15 in all classes. Youmust bring your own laptop to class. Stataestimationcommandswillbeintroducedduringthecourse.3.MethodologyClasses will consist of lectures and seminars. Students are expected to prepare inadvance and actively participate in each classes. There will be several exercisesdeveloped in class related to the application of the tools and techniques discussedduringthecourse.Thecourseinstructorwillprovidethestudentsaccesstodatasetsthattheywilluseinassignmentsandexercises.Alistofreadingsinadditiontothoselistedintheoutlinewillbemadeavailableasthecourseprogresses.4.GradingThiscoursewillbeassessedbasedontwocriteria:Contributiontoclasslearningandtwopresentationsthatthestudentsareexpectedtododuringthecourse.

‐ Contribution to class learning will be determined by active participation inclassdiscussionsandyourabilitytodemonstratethatyouhavepreparedthematerialsassignedtoaparticularclass(50%ofthefinalgrade).

Page 2: Topics in Applied Econometrics - PhD in Management · Topics in Applied Econometrics 1. ... management using stata; ... of Financial Economics, vol. 109, pp. 856‐878

Prof. Solon Moreira e-mail: [email protected] Office:

B-408

Assistant: Alejandra Arrocha e-mail: [email protected]

2

‐ Assignment1:Prepareapresentation(max5minutes)ofaresearchideathat

youcoulddevelopduringyourPhDusingeconometrics.Thefollowinginformationmustbeincludedinyourpresentation:

A research question, how existing papers have approached this questionempirically, the dataset that could be used to answer this question, a potentialeconometric technique could be used, what are the main empirical challengesandlimitationsthatyouseeimplementingthistechnique.For this assignment you should not present your own empirical analyses orresults.Thepresentationswillhappen inour first class.The slidesmustbe sent to thecourseinstructortwodaysbeforethecoursebegins(25%ofthefinalgrade).

‐ Assignment2:Forthefinalassignmentthestudentswillpresenttheresultsofa

smallempiricalprojectthattheywilldevelopduringthecourse.Theinstructorwillprovidedatasetsduringthecoursethatcanbeusedtodevelopthisproject,studentscanalsousetheirowndatasets.Theobjectiveofthefinalprojectisnottopresentstatisticallysignificantresults.Theassessmentcriteriawillbebasedonthechoiceoftheeconometrictechniquegiventheavailabledataandtheawarenessthatthestudentshowsintermsoftheadvantagesandlimitationsofthechosentechniques(25%ofthefinalgrade).Detailsforthefinalpresentationwillbeannouncedinclass.

5.CourseOutlineSessions1and2:IntroductiontothecourseSeeassignment1Bettis,R,Gambardella,A,Helfat,C,&Mitchell,W2014,'Editorial:Quantitativeempiricalanalysisinstrategicmanagement',Strategicmanagementjournal,vol.35,no.7,pp.949‐953.J.MylesShaver,a1998,'AccountingforEndogeneityWhenAssessingStrategyPerformance:DoesEntryModeChoiceAffectFDISurvival?',ManagementScience,no.4,p.571.Sessions3and4:DatamanagementusingstataReadthehelpfunctionofthefollowingstatacommands:

Page 3: Topics in Applied Econometrics - PhD in Management · Topics in Applied Econometrics 1. ... management using stata; ... of Financial Economics, vol. 109, pp. 856‐878

Prof. Solon Moreira e-mail: [email protected] Office:

B-408

Assistant: Alejandra Arrocha e-mail: [email protected]

3

merge;joinby;egen:min,max,seq,count,totalandmean;replace;bysort;duplicates:drop,reportandtag;keep:if;drop:if.Sessions5and6:MatchingAnand,N,&Kannan,S2016,'Rightpersonintherightplace:HowthehostcountryIPRinfluencesthedistributionofinventorsinoffshoreR&Dprojectsofmultinationalenterprises',StrategicManagementJournal,no.8,p.1715.Matthew,B,Stefano,I,Gary,K,&Giuseppe,P2009,'cem:CoarsenedexactmatchinginStata',StataJournal,no.4,p.524.Sessions7and8:DifferenceinDifferencesHe,J,&Tian,X2013,'Thedarksideofanalystcoverage:Thecaseofinnovation',JournalofFinancialEconomics,vol.109,pp.856‐878.Jasjit,S,&Ajay,A2011,'RecruitingforIdeas:HowFirmsExploitthePriorInventionsofNewHires',ManagementScience,no.1,p.129.Younge,KA,Tong,TW,&Fleming,L2015,'Howanticipatedemployeemobilityaffectsacquisitionlikelihood:Evidencefromanaturalexperiment',StrategicManagementJournal,vol.36,no.5,pp.686‐708.Sessions9and10:RegressionDiscontinuityBradley,D,Kim,I,&Tian,X2017,'DoUnionsAffectInnovation?',ManagementScience,vol.63,no.7,pp.2251‐2271.Flammer,C,&Bansal,P2017,'Doesalong‐termorientationcreatevalue?Evidencefromaregressiondiscontinuity',StrategicManagementJournal,vol.38,no.9,pp.1827‐1847.Sessions11and12:HeckmanmodelsCerto,ST,Busenbark,JR,Woo,H,&Semadeni,M2016,'SampleselectionbiasandHeckmanmodelsinstrategicmanagementresearch',StrategicManagementJournal,vol.37,no.13,pp.2639‐2657.Sessions13and14:IndividualmeetingswithstudentstodiscusstheirprojectsortakedoubtsaboutthecoursecontentSessions15and16:EventHistoryAnalysisBlossfeldH‐P,GolschK,RohwerG.2007.EventHistoryAnalysiswithStata.LawrenceErlbaumAssociatesPublishers:Mahwah,NJUS.Chapters:1and2

Page 4: Topics in Applied Econometrics - PhD in Management · Topics in Applied Econometrics 1. ... management using stata; ... of Financial Economics, vol. 109, pp. 856‐878

Prof. Solon Moreira e-mail: [email protected] Office:

B-408

Assistant: Alejandra Arrocha e-mail: [email protected]

4

Leone,MI,&Reichstein,T2012,'Licensing‐infostersrapidinvention!theeffectofthegrant‐backclauseandtechnologicalunfamiliarity',StrategicManagementJournal,vol.33,no.8,pp.965‐985.Sessions17and18:Marginaleffectsusingstata,GraphingresultsNoreadingsassigned,focusthetimeinpreparingtheprojectpresentationforthenextclassSessions19and20:PresentationofStudentsProjectsPresentationofAssignment2