SlideShare ist ein Scribd-Unternehmen logo
1 von 14
Readings for this week
▫ Chapters Seven and Eight in book draft
▫ Online to the various sites that define
statistics like mean, variance, standard
deviation, covariance and correlation
September
28, 2017
Harry Markowitz
September
28, 2017
As a graduate student in Economics
at University of Chicago in the 1950s,
Harry wanted to know how to optimally
construct a portfolio of stocks
In order to make any headway,
Harry had to decide how to describe
(define) a stock. So, what to do?
A Stock is a Probability Distribution of
Returns
according to Harry
September
28, 2017
Returns
mean
 
n
x
x
i
n
i



1

MEAN September
28, 2017
Correlation Coefficient
September
28, 2017
1,2  1,2
12
-1 <= 1,2 <= 1
Standard Deviation
September
28, 2017

The square root of variance
Mean-Variance (Harry Markowitz, 1955)
• Each asset defined as:
▫ Probability distribution of returns
▫ Mean and Variance of the distribution known
▫ Covariances of returns between any two assets are known
▫ Assume no riskless asset (all variances > 0)
• Portfolio is
▫ A collection of assets with a mean and a variance that can be
calculated
▫ Also an asset (no difference between portfolio and an asset)
September
28, 2017
Diagram with 2 Assets September
28, 2017
Mean
Standard Deviation = √(Variance)
Asset 1 (μ1, σ1)
Asset 2 (μ2, σ2)
and 2
September
28, 2017
September 15, 17, 2015
Mean
Asset 1 (μ1, σ1)
Asset 2 (μ2, σ2)
Portfolio (μP, σP)
σ
Where should the portfolio be in the diagram?
Asset 1 (μ1, σ1)
Asset 2 (μ2, σ2)
Portfolio (μP, σP)
σ
Investors will Choose some portfolio among those on the efficient frontier
• Those who wish less risk choose portfolios that are further to the
left on the efficient frontier. These portfolios are those with lower
mean and lower standard deviation
• Investors desiring more risk move to the right along the efficient
frontier in search of higher mean, higher standard deviation
portfolios
September
28, 2017
September 15, 17, 2015
Portfolio Choice September
28, 2017
Mean
σ
σ
Less risk
More risk
September
28, 2017

Weitere ähnliche Inhalte

Mehr von Center For Economic Policy Institute (CEPAT)

Mehr von Center For Economic Policy Institute (CEPAT) (20)

Materi 10 MANAJEMEN KEUANGAN.pptx
Materi 10 MANAJEMEN KEUANGAN.pptxMateri 10 MANAJEMEN KEUANGAN.pptx
Materi 10 MANAJEMEN KEUANGAN.pptx
 
Materi 8 ANALISIS RISIKO BISNIS - RISIKO PADA INDUSTRI FARMASI.pptx
Materi 8 ANALISIS RISIKO BISNIS - RISIKO PADA INDUSTRI FARMASI.pptxMateri 8 ANALISIS RISIKO BISNIS - RISIKO PADA INDUSTRI FARMASI.pptx
Materi 8 ANALISIS RISIKO BISNIS - RISIKO PADA INDUSTRI FARMASI.pptx
 
Materi 9 MANAJEMEN KEUANGAN RISK AND RETURN TRADE-OFF.pptx
Materi 9 MANAJEMEN KEUANGAN RISK AND RETURN TRADE-OFF.pptxMateri 9 MANAJEMEN KEUANGAN RISK AND RETURN TRADE-OFF.pptx
Materi 9 MANAJEMEN KEUANGAN RISK AND RETURN TRADE-OFF.pptx
 
Materi 7 ANALISIS RISIKO BISNIS - Risiko Kualitas.pptx
Materi 7 ANALISIS RISIKO BISNIS - Risiko Kualitas.pptxMateri 7 ANALISIS RISIKO BISNIS - Risiko Kualitas.pptx
Materi 7 ANALISIS RISIKO BISNIS - Risiko Kualitas.pptx
 
Materi 7 MANAJEMEN KEUANGAN.pptx
Materi 7 MANAJEMEN KEUANGAN.pptxMateri 7 MANAJEMEN KEUANGAN.pptx
Materi 7 MANAJEMEN KEUANGAN.pptx
 
Materi 5 MANAJEMEN KEUANGAN SAHAM DAN OBLIGASI.pptx
Materi 5 MANAJEMEN KEUANGAN SAHAM DAN OBLIGASI.pptxMateri 5 MANAJEMEN KEUANGAN SAHAM DAN OBLIGASI.pptx
Materi 5 MANAJEMEN KEUANGAN SAHAM DAN OBLIGASI.pptx
 
Materi 5-6 ANALISIS RISIKO BISNIS - Risiko Keuangan dan Proyek.pptx
Materi 5-6 ANALISIS RISIKO BISNIS - Risiko Keuangan dan Proyek.pptxMateri 5-6 ANALISIS RISIKO BISNIS - Risiko Keuangan dan Proyek.pptx
Materi 5-6 ANALISIS RISIKO BISNIS - Risiko Keuangan dan Proyek.pptx
 
Materi 4 Nilai waktu Dari Uang.pptx
Materi 4 Nilai waktu Dari Uang.pptxMateri 4 Nilai waktu Dari Uang.pptx
Materi 4 Nilai waktu Dari Uang.pptx
 
Materi 4 ANALISIS RISIKO BISNIS.pptx
Materi 4 ANALISIS RISIKO BISNIS.pptxMateri 4 ANALISIS RISIKO BISNIS.pptx
Materi 4 ANALISIS RISIKO BISNIS.pptx
 
Materi 3 MANAJEMEN KEUANGAN Perencanaan Keuangan dan Pertumbuhan Perusahaan
Materi 3 MANAJEMEN KEUANGAN Perencanaan Keuangan dan Pertumbuhan PerusahaanMateri 3 MANAJEMEN KEUANGAN Perencanaan Keuangan dan Pertumbuhan Perusahaan
Materi 3 MANAJEMEN KEUANGAN Perencanaan Keuangan dan Pertumbuhan Perusahaan
 
Materi 3 ANALISIS RISIKO BISNIS1.pptx
Materi 3 ANALISIS RISIKO BISNIS1.pptxMateri 3 ANALISIS RISIKO BISNIS1.pptx
Materi 3 ANALISIS RISIKO BISNIS1.pptx
 
Materi 2 MANAJEMEN KEUANGAN.pptx
Materi 2 MANAJEMEN KEUANGAN.pptxMateri 2 MANAJEMEN KEUANGAN.pptx
Materi 2 MANAJEMEN KEUANGAN.pptx
 
Materi 2 ANALISIS RISIKO BISNIS.pptx
Materi 2 ANALISIS RISIKO BISNIS.pptxMateri 2 ANALISIS RISIKO BISNIS.pptx
Materi 2 ANALISIS RISIKO BISNIS.pptx
 
Materi 1 MANAJEMEN KEUANGAN.pptx
Materi 1 MANAJEMEN KEUANGAN.pptxMateri 1 MANAJEMEN KEUANGAN.pptx
Materi 1 MANAJEMEN KEUANGAN.pptx
 
Materi 1 ANALISIS RISIKO BISNIS.pptx
Materi 1 ANALISIS RISIKO BISNIS.pptxMateri 1 ANALISIS RISIKO BISNIS.pptx
Materi 1 ANALISIS RISIKO BISNIS.pptx
 
PKBN-15 Diversifikasi Internasional 2023.pptx
PKBN-15 Diversifikasi Internasional 2023.pptxPKBN-15 Diversifikasi Internasional 2023.pptx
PKBN-15 Diversifikasi Internasional 2023.pptx
 
Perilaku keuangan pertemuan 15.pptx
Perilaku keuangan pertemuan 15.pptxPerilaku keuangan pertemuan 15.pptx
Perilaku keuangan pertemuan 15.pptx
 
P-14 PENGANGGARAN MODAL PRILAKU KEUANGAN.ppt
P-14 PENGANGGARAN MODAL PRILAKU KEUANGAN.pptP-14 PENGANGGARAN MODAL PRILAKU KEUANGAN.ppt
P-14 PENGANGGARAN MODAL PRILAKU KEUANGAN.ppt
 
P-13 Risk dan return.pptx
P-13 Risk dan return.pptxP-13 Risk dan return.pptx
P-13 Risk dan return.pptx
 
P-12 PENILAIAN KINERJA PERUSAHAAN.pptx
P-12 PENILAIAN KINERJA PERUSAHAAN.pptxP-12 PENILAIAN KINERJA PERUSAHAAN.pptx
P-12 PENILAIAN KINERJA PERUSAHAAN.pptx
 

Kürzlich hochgeladen

MASTERING FOREX: STRATEGIES FOR SUCCESS.pdf
MASTERING FOREX: STRATEGIES FOR SUCCESS.pdfMASTERING FOREX: STRATEGIES FOR SUCCESS.pdf
MASTERING FOREX: STRATEGIES FOR SUCCESS.pdf
Cocity Enterprises
 

Kürzlich hochgeladen (20)

Certified Kala Jadu, Black magic specialist in Rawalpindi and Bangali Amil ba...
Certified Kala Jadu, Black magic specialist in Rawalpindi and Bangali Amil ba...Certified Kala Jadu, Black magic specialist in Rawalpindi and Bangali Amil ba...
Certified Kala Jadu, Black magic specialist in Rawalpindi and Bangali Amil ba...
 
Premium Call Girls Bangalore Call Girls Service Just Call 🍑👄6378878445 🍑👄 Top...
Premium Call Girls Bangalore Call Girls Service Just Call 🍑👄6378878445 🍑👄 Top...Premium Call Girls Bangalore Call Girls Service Just Call 🍑👄6378878445 🍑👄 Top...
Premium Call Girls Bangalore Call Girls Service Just Call 🍑👄6378878445 🍑👄 Top...
 
Seeman_Fiintouch_LLP_Newsletter_May-2024.pdf
Seeman_Fiintouch_LLP_Newsletter_May-2024.pdfSeeman_Fiintouch_LLP_Newsletter_May-2024.pdf
Seeman_Fiintouch_LLP_Newsletter_May-2024.pdf
 
Virar Best Sex Call Girls Number-📞📞9833754194-Poorbi Nalasopara Housewife Cal...
Virar Best Sex Call Girls Number-📞📞9833754194-Poorbi Nalasopara Housewife Cal...Virar Best Sex Call Girls Number-📞📞9833754194-Poorbi Nalasopara Housewife Cal...
Virar Best Sex Call Girls Number-📞📞9833754194-Poorbi Nalasopara Housewife Cal...
 
GIFT City Overview India's Gateway to Global Finance
GIFT City Overview  India's Gateway to Global FinanceGIFT City Overview  India's Gateway to Global Finance
GIFT City Overview India's Gateway to Global Finance
 
Technology industry / Finnish economic outlook
Technology industry / Finnish economic outlookTechnology industry / Finnish economic outlook
Technology industry / Finnish economic outlook
 
Fixed exchange rate and flexible exchange rate.pptx
Fixed exchange rate and flexible exchange rate.pptxFixed exchange rate and flexible exchange rate.pptx
Fixed exchange rate and flexible exchange rate.pptx
 
Pension dashboards forum 1 May 2024 (1).pdf
Pension dashboards forum 1 May 2024 (1).pdfPension dashboards forum 1 May 2024 (1).pdf
Pension dashboards forum 1 May 2024 (1).pdf
 
MASTERING FOREX: STRATEGIES FOR SUCCESS.pdf
MASTERING FOREX: STRATEGIES FOR SUCCESS.pdfMASTERING FOREX: STRATEGIES FOR SUCCESS.pdf
MASTERING FOREX: STRATEGIES FOR SUCCESS.pdf
 
Dubai Call Girls Deira O525547819 Dubai Call Girls Bur Dubai Multiple
Dubai Call Girls Deira O525547819 Dubai Call Girls Bur Dubai MultipleDubai Call Girls Deira O525547819 Dubai Call Girls Bur Dubai Multiple
Dubai Call Girls Deira O525547819 Dubai Call Girls Bur Dubai Multiple
 
Bhubaneswar🌹Ravi Tailkes ❤CALL GIRLS 9777949614 💟 CALL GIRLS IN bhubaneswar ...
Bhubaneswar🌹Ravi Tailkes  ❤CALL GIRLS 9777949614 💟 CALL GIRLS IN bhubaneswar ...Bhubaneswar🌹Ravi Tailkes  ❤CALL GIRLS 9777949614 💟 CALL GIRLS IN bhubaneswar ...
Bhubaneswar🌹Ravi Tailkes ❤CALL GIRLS 9777949614 💟 CALL GIRLS IN bhubaneswar ...
 
7 steps to achieve financial freedom.pdf
7 steps to achieve financial freedom.pdf7 steps to achieve financial freedom.pdf
7 steps to achieve financial freedom.pdf
 
Call Girls in Benson Town / 8250092165 Genuine Call girls with real Photos an...
Call Girls in Benson Town / 8250092165 Genuine Call girls with real Photos an...Call Girls in Benson Town / 8250092165 Genuine Call girls with real Photos an...
Call Girls in Benson Town / 8250092165 Genuine Call girls with real Photos an...
 
Webinar on E-Invoicing for Fintech Belgium
Webinar on E-Invoicing for Fintech BelgiumWebinar on E-Invoicing for Fintech Belgium
Webinar on E-Invoicing for Fintech Belgium
 
W.D. Gann Theory Complete Information.pdf
W.D. Gann Theory Complete Information.pdfW.D. Gann Theory Complete Information.pdf
W.D. Gann Theory Complete Information.pdf
 
Benefits & Risk Of Stock Loans
Benefits & Risk Of Stock LoansBenefits & Risk Of Stock Loans
Benefits & Risk Of Stock Loans
 
Female Russian Escorts Mumbai Call Girls-((ANdheri))9833754194-Jogeshawri Fre...
Female Russian Escorts Mumbai Call Girls-((ANdheri))9833754194-Jogeshawri Fre...Female Russian Escorts Mumbai Call Girls-((ANdheri))9833754194-Jogeshawri Fre...
Female Russian Escorts Mumbai Call Girls-((ANdheri))9833754194-Jogeshawri Fre...
 
2999,Vashi Fantastic Ellete Call Girls📞📞9833754194 CBD Belapur Genuine Call G...
2999,Vashi Fantastic Ellete Call Girls📞📞9833754194 CBD Belapur Genuine Call G...2999,Vashi Fantastic Ellete Call Girls📞📞9833754194 CBD Belapur Genuine Call G...
2999,Vashi Fantastic Ellete Call Girls📞📞9833754194 CBD Belapur Genuine Call G...
 
✂️ 👅 Independent Bhubaneswar Escorts Odisha Call Girls With Room Bhubaneswar ...
✂️ 👅 Independent Bhubaneswar Escorts Odisha Call Girls With Room Bhubaneswar ...✂️ 👅 Independent Bhubaneswar Escorts Odisha Call Girls With Room Bhubaneswar ...
✂️ 👅 Independent Bhubaneswar Escorts Odisha Call Girls With Room Bhubaneswar ...
 
Turbhe Fantastic Escorts📞📞9833754194 Kopar Khairane Marathi Call Girls-Kopar ...
Turbhe Fantastic Escorts📞📞9833754194 Kopar Khairane Marathi Call Girls-Kopar ...Turbhe Fantastic Escorts📞📞9833754194 Kopar Khairane Marathi Call Girls-Kopar ...
Turbhe Fantastic Escorts📞📞9833754194 Kopar Khairane Marathi Call Girls-Kopar ...
 

Pertemuan 3 effisien frontier. harry m

  • 1.
  • 2. Readings for this week ▫ Chapters Seven and Eight in book draft ▫ Online to the various sites that define statistics like mean, variance, standard deviation, covariance and correlation September 28, 2017
  • 3. Harry Markowitz September 28, 2017 As a graduate student in Economics at University of Chicago in the 1950s, Harry wanted to know how to optimally construct a portfolio of stocks In order to make any headway, Harry had to decide how to describe (define) a stock. So, what to do?
  • 4. A Stock is a Probability Distribution of Returns according to Harry September 28, 2017 Returns mean
  • 6.
  • 7. Correlation Coefficient September 28, 2017 1,2  1,2 12 -1 <= 1,2 <= 1
  • 9. Mean-Variance (Harry Markowitz, 1955) • Each asset defined as: ▫ Probability distribution of returns ▫ Mean and Variance of the distribution known ▫ Covariances of returns between any two assets are known ▫ Assume no riskless asset (all variances > 0) • Portfolio is ▫ A collection of assets with a mean and a variance that can be calculated ▫ Also an asset (no difference between portfolio and an asset) September 28, 2017
  • 10. Diagram with 2 Assets September 28, 2017 Mean Standard Deviation = √(Variance) Asset 1 (μ1, σ1) Asset 2 (μ2, σ2)
  • 11. and 2 September 28, 2017 September 15, 17, 2015 Mean Asset 1 (μ1, σ1) Asset 2 (μ2, σ2) Portfolio (μP, σP) σ Where should the portfolio be in the diagram? Asset 1 (μ1, σ1) Asset 2 (μ2, σ2) Portfolio (μP, σP) σ
  • 12. Investors will Choose some portfolio among those on the efficient frontier • Those who wish less risk choose portfolios that are further to the left on the efficient frontier. These portfolios are those with lower mean and lower standard deviation • Investors desiring more risk move to the right along the efficient frontier in search of higher mean, higher standard deviation portfolios September 28, 2017 September 15, 17, 2015
  • 13. Portfolio Choice September 28, 2017 Mean σ σ Less risk More risk