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文檔簡介
Technology
Analytics
Softskills
cs
Technology
Analytics
Softskills
cs
Technology
Analytics
Softskills
cs
Technology
Analytics
Softskills
cs
DanielGuetta,ColumbiaBusinessSchool
2023ITTeachingWorkshop
AnalyticsBeyondtheCore:FromPythontoMachineLearning
BusinessAnalyticsatCBS
Softskills
Technology
Analytics
BusinessAnalyticsCoreClass
Electives
Slide2of36
AnalyticsinElectivesatCBS
Techstrategy
Softskills
DigitalLiteracy
DevelopingQI
PricingStrategies
VRandAI
DigitalPMlab
AnalyticsinAction
Data-drivendollars
Tech
breaks DSfor
marketing
R
PythonforMBAs
WebAppProgramming
Econometrics
TheAnalytiAdvantage
DemandAnalytics
SportsAnalytics
Applied
Strat.Cons.Insights
Quant.Finance
PricingAnalytics
Realestateanalytics
Technology
Databases
DatainPython
BusinessAnalyticsII
Regression
Analytics
Slide3of36
AnalyticsinElectivesatCBS
Techstrategy
Softskills
DigitalLiteracy
DevelopingQI
PricingStrategies
VRandAI
DigitalPMlab
AnalyticsinAction
Data-drivendollars
Tech
breaks DSfor
marketing
R
WebApp
PythonPrfogoramrming
TechnMoloABgys
Econometrics
TheAnalytiAdvantage
DemandAnalytics
SportsAnalytics
Applied
Strat.Cons.Insights
Quant.Finance
PricingAnalytics
Realestateanalytics
Databases
DatainPython
BusinessAnalyticsII
Regression
Analytics
Slide4of36
AnalyticsinElectivesatCBS
Techstrategy
Softskills
DigitalLiteracy
DevelopingQI
PricingStrategies
VRandAI
DigitalPMlab
Techbreaks
AnalyticsinAction
DSfor
Data-drivendollars
TheAnalytiAdvantage
marketing
R
Strat.Cons.Insights
Quant.Finance
PricingAnalytics
PythonforMBAs
WebAppProgramming
Econometrics
DemandAnalytics
SportsAnalytics
Applied
Realestateanalytics
Technology
Databases
DatainPython
BusinessAnalyticsII
Regression
Analytics
Slide5of36
AnalyticsinElectivesatCBS
Techstrategy
Softskills
DigitalLiteracy
DevelopingQI
PricingStrategies
VRandAI
DigitalPMlab
AnalyticsinAction
Data-drivendollars
Tech
breaks DSfor
marketing
R
PythonforMBAs
WebAppProgramming
Econometrics
TheAnalytiAdvantage
DemandAnalytics
SportsAnalytics
Strat.Cons.Insights
Quant.Finance
PricingAnalytics
Realestateanalytics
Technology
Databases
Datain
Regression
Python AnalyticsII Analytics
BusinessApplied
Slide6of36
PythonforMBAs
WhatdoesacodingcurriculumlooklikeforMBAstudents?
CodingforMBAs
Teachinginabusinesscontext–not“dumbeddownengineering”
Noclassroomtimeandcreditwastedon“basics”
Slide9of36
TheCBSapproach
AdvancedPython
electives
PythonforMBAs
3
Selfguidedvideos
Slacksupport
Liveworkshops
Pythonbook
1
2
AdvancedPython
Qualificationexam
(OrPythonforMBAs)
BasicPython
Qualificationexam
Slide10of36
TheCBSapproach
AdvancedPython
electives
PythonforMBAs
3
Selfguidedvideos
Slacksupport
Liveworkshops
Pythonbook
1
2
AdvancedPython
Qualificationexam
(OrPythonforMBAs)
BasicPython
Qualificationexam
Slide11of36
TheCBSapproach
AdvancedPython
electives
PythonforMBAs
3
Selfguidedvideos
Slacksupport
Liveworkshops
Pythonbook
1
2
AdvancedPython
Qualificationexam
(OrPythonforMBAs)
BasicPython
Qualificationexam
Slide12of36
TheCBSapproach
AdvancedPython
electives
PythonforMBAs
3
Selfguidedvideos
Slacksupport
Liveworkshops
Pythonbook
1
2
AdvancedPython
Qualificationexam
(OrPythonforMBAs)
BasicPython
Qualificationexam
Slide13of36
Teachingcodingusingcases
Dataanalytics
Slide15of36
TheCaseofDig
Slide16of36
AutomationandAPIs
Slide17of36
CashbailintheUSA
Defendantgoestojail(notprison),andremainsthereuntiltheirtrial
Defendantisfreeuntiltheirtrial
No-cashbail
Donotpay Pay
Amountwillberefundedifthedefendantturnsuptotheirtrial
Slide18of36
CashBailset
Baildenied
Arraignment
Arrest
CashbailintheUSA
Defendantgoestojail(notprison),andremainsthereuntiltheirtrial
Defendantisfreeuntiltheirtrial
CashBail No-cash
set bail
Bailfund
Donotpay Pay
Amountwillberefundedifthedefendantturnsuptotheirtrial
Slide19of36
Baildenied
Arraignment
Arrest
WhatdoesthishavetodowithPython?
Slide20of36
WhatdoesthishavetodowithPython?
Slide21of36
WhatdoesthishavetodowithPython?
Slide22of36
Underthehood…
Slide23of36
AnalyticsinAction
AnalyticsinAction
Slide25of36
BusinessAnalyticsII&XLKitLearn
AfundamentalproblemofteachingBusinessAnalytics:doingitwithoutcoding
Potentialsolutions
Useoff-the-shelfsoftware?
Blackbox?
Mac/PCissues?
Obfuscatescentrallessons/concepts?
Poorexperienceforsome
students?
Copy/pasteR/Pythoncode?
Purelytheoreticaltreatment?
Difficulttoabsorb?
Dry?
Slide28of36
Oursolution:XLKitLearn
XLKitL
Slide29of36
DemonstratingXLKitLearn
heLasso
T
S
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