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  1. NTU Theses and Dissertations Repository
  2. 管理學院
  3. 管理學院企業管理專班(Global MBA)
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/66671
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dc.contributor.advisor曹承礎
dc.contributor.authorYu-Che Chengen
dc.contributor.author鄭育哲zh_TW
dc.date.accessioned2021-06-17T00:50:16Z-
dc.date.available2020-02-10
dc.date.copyright2020-02-10
dc.date.issued2020
dc.date.submitted2020-02-04
dc.identifier.citation天下雜誌. (2019). 聯發科做對這3件事. Retrieved from https://www.cw.com.tw/article/article.action?id=5096914
ABI. (2019). Cloud AI Chipsets: Market Landscape and Vendor Positioning. Retrieved from https://www.abiresearch.com/market-research/product/1032571-cloud-ai-chipsets-market-landscape-and-ven/?src=svcrecent
apriorit. (2019). AI Platform as a Service: Definition, Architecture, Vendors. Retrieved from apriorit: https://www.apriorit.com/dev-blog/635-ai-ai-paas
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CIODive. (2019). AWS to encounter IaaS market 'erosion' as contenders mature. Retrieved from https://www.ciodive.com/news/iaas-Azure-AWS-Google-Cloud-Alibaba/559716/
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FED-Cleveland. (2019). Probability of Recession Calculated from the Yield Curve. Retrieved from https://www.clevelandfed.org/en/our-research/indicators-and-data/yield-curve-and-gdp-growth.aspx
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French, F. a. (1992). The cross-section of expected stock returns. Journal of Finance , 427-465.
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dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/66671-
dc.description.abstractWith exponential increase of computing power and data generated, Artificial Intelligence (AI) is expected to thrive and drives the next wave of productivity improvement and business innovation. Investors who want to bet on companies that can benefit from this trend are wise to do solid researches and have a well-diversified portfolio first, as nothing is for certain and investing is about managing risks. This thesis walks through these processes for typical retail investors with limited resources. Using Exchange Trade Funds (ETF) accessible to retail investors, we statistically allocate asset (SAA) to construct diversified portfolio, tactically adjust allocation (TAA) depending on where we are in the economic cycle, and dynamically adjust allocation (DAA) to manage extreme risk scenario like recession. Stressing on that one should only invest in businesses they understand, we case study two publicly traded companies participating at two ends of the AI value chain. On the cloud side, we look at US e-commerce giant, Amazon, and on the edge side, we look at Taiwan’s top IC supplier, MediaTek. Methods of study include industry and competitive analysis for business overview, operation efficiency and moat analysis for past profitability, financial ratios for current health, and future growth and overall valuation.en
dc.description.provenanceMade available in DSpace on 2021-06-17T00:50:16Z (GMT). No. of bitstreams: 1
ntu-109-R03749026-1.pdf: 24773344 bytes, checksum: f3cc8ec1190c1ac7a12a58b7c167ed22 (MD5)
Previous issue date: 2020
en
dc.description.tableofcontentsAbstract .......................................................................................................................ii
List of Figures ............................................................................................................ v
Chapter 1: Introduction ...............................................................................................1
1.1 Who are Retail Investors? .....................................................................................1
1.2 What is AI and Why Invest in It? ...........................................................................2
1.3 Thesis Layout – Where, When and How .............................................................. 5
Chapter 2: Investment Theory Review ........................................................................ 6
2.1 Efficient Market Hypothesis .................................................................................. 6
2.2 Behavioral Finance .............................................................................................. 9
2.3 Adaptive Market Hypothesis ................................................................................. 12
Chapter 3: Portfolio Construction to Follow Beta ....................................................... 13
3.1 Statistical Asset Allocation ................................................................................... 13
3.2 Tactical Asset Allocation ....................................................................................... 18
3.3 Dynamic Asset Allocation .................................................................................... 22
Chapter 4: AI Stock Analysis to Seek Alpha ............................................................... 25
4.1 Analysis Checklist ............................................................................................... 25
4.2 Data Sources ....................................................................................................... 28
4.3 Machine Learning ............................................................................................... 29
4.4 Case Study: Amazon ........................................................................................... 32
4.4.1 Business Overview ...........................................................................................32
4.4.2 Operation Profitability ........................................................................................38
4.4.3 Financial Health ................................................................................................40
4.4.4 Valuation ...........................................................................................................42
4.4.5 Opportunity / Risks ............................................................................................44
4.5 Case Study: MediaTek ........................................................................................ 47
4.5.1 Business Overview ............................................................................................47
4.5.2 Operation Profitability .........................................................................................52
4.5.3 Financial Health ................................................................................................54
4.5.4 Valuation ...........................................................................................................56
4.5.5 Opportunity / Risks ............................................................................................59
Chapter 5: Conclusion ............................................................................................... 60
Reference .................................................................................................................. 61
Appendix I: Global Scales ......................................................................................... 64
Appendix II: Multi-Stage DCF Model ......................................................................... 71
Appendix III: iPhone Xs Bill of Materials .................................................................... 72
Appendix IV: 5G Primer ............................................................................................ 73
Appendix V: Financial History .................................................................................... 75
Appendix VI: Technical Analysis ................................................................................ 78
Appendix VII: Financial Statements Visualization ...................................................... 79
dc.language.isoen
dc.subject亞馬遜zh_TW
dc.subject投資組合zh_TW
dc.subject人工智能zh_TW
dc.subject股票分析zh_TW
dc.subject聯發科技zh_TW
dc.subjectETFen
dc.subjectAsseten
dc.subjectAllocationen
dc.subjectStocken
dc.subjectAnalysisen
dc.subjectArtificialen
dc.subjectIntelligenceen
dc.subjectRetailen
dc.subjectInvestoren
dc.subjectCaseen
dc.subjectAmazonen
dc.subjectMediaTeken
dc.subjectPortfolioen
dc.subjectAIen
dc.subjectSAAen
dc.subjectTAAen
dc.title投資組合與人工智能概念股票分析:以亞馬遜和聯發科技為例zh_TW
dc.titleAnalysis of Retail Investor's Portfolio with AI Stocks: The Case of Amazon and MediaTeken
dc.typeThesis
dc.date.schoolyear108-1
dc.description.degree碩士
dc.contributor.oralexamcommittee謝冠雄,陳建錦
dc.subject.keyword投資組合,人工智能,股票分析,亞馬遜,聯發科技,zh_TW
dc.subject.keywordPortfolio,Asset,Allocation,Stock,Analysis,Artificial,Intelligence,Retail,Investor,Case,Amazon,MediaTek,ETF,AI,SAA,TAA,en
dc.relation.page79
dc.identifier.doi10.6342/NTU202000014
dc.rights.note有償授權
dc.date.accepted2020-02-05
dc.contributor.author-college管理學院zh_TW
dc.contributor.author-dept企業管理碩士專班zh_TW
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