利用AI提高劳动力市场统计的效率和数据质量.pdf

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1、IMF IMF|Statistics1Harnessing AI for Labour Market StatisticsNOV 2024Chen Zhihan(Han)Manpower Research/Data Scientist/Ministry of Manpower(Singapore)IMF IMF|Statistics2ManpowerManpower Research and Statistics Department Research and Statistics Department(Singapore)(Singapore)The Manpower Research an

2、d Statistics Department(MRSD)is Singapores national labour market statistics agency.MRSD manages end-to-end statistical production,including data collection,processing,analysis,report production and dissemination.IMF IMF|Statistics3Singapores Survey landscapeSingapores Survey landscapeMRSD conducts

3、around 40 national research annually,collecting information on.4millionindividuals150thousandcompaniesThe data is translated to data product available on our dissemination portal(StatShare),annually achieving.2millionpage views600thousandvisitorsIMF IMF|Statistics4Current Current Survey Survey Chall

4、engesChallengesTime-consumingLabor-intensive and lack of stability of survey workersConstant bombardment by surveys from government and organizations.People often ignore invitations or dropout halfway through,especially if the survey is long and cumbersome.“How can we leverage on AI and Technology t

5、o improve the situation?”IMF IMF|Statistics5Evolution of AIEvolution of AI1950 Alan Turing “Computing Machinery and Intelligence”1972 PROLOG programming language1997 IBMs Deep Blue defeat chess champion2018 Introduction of BERT model Introduction of Large Language Model(ChatGPT,Gemini)IMF IMF|Statis

6、tics6Evolution of AIEvolution of AI1950 Alan Turing “Computing Machinery and Intelligence”1972 PROLOG programming language1997 IBMs Deep Blue defeat chess champion2018 Introduction of BERT model Introduction of Large Language Model(ChatGPT,Gemini)IMF IMF|Statistics7Evolution of AIEvolution of AI1950