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© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
ADOBE DIGITAL ECONOMY PROJECT
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Adobe Spokespeople
2
Mickey Mericle,
Vice President, Marketing
Insights & Operations
Tamara Gaffney,
Principal Research Analyst,
Adobe Digital Index
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Economists Involved
3
Austan Goolsbee, University of Chicago
 Robert P. Gwinn Professor of Economics at The University of Chicago's Booth School of Business
 Formerly served as President Obama’s Chairman of the Council of Economic Advisers
 The youngest member of the cabinet of President Obama
Pete Klenow, Stanford University
 Professor, Department of Economics, Stanford University
 Formerly Senior Economist, Federal Reserve Bank of Minneapolis
 Currently Visiting Scholar, Federal Reserve Bank of San Francisco
 Member of editorial boards for Econometrica, American Economic Review,
Quarterly Review of Economics, Journal of Economic Perspectives and others
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Adobe Digital Index Background
4
Based on analysis of aggregated and anonymous data from
Adobe Marketing Cloud:
 Adobe Analytics and Adobe Mobile Services
Thousands of brands worldwide including two thirds of Fortune 50
companies rely on Adobe Marketing Cloud:
 $7.50 of every $10 spent online with top 500 U.S. retailers go
through Adobe Marketing Cloud **
 Adobe Marketing Cloud powers:
 20 of the top 30 U.S. employers
 9 of 10 largest hotel groups
 7 of 10 largest airlines
Adobe
Analytics
Adobe
Mobile Services
** Latest IR Top 500 Report 2015
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Adobe Digital Economy Project: News Overview
5
Digital Price Index
(DPI)
Digital Housing Index
(DHI)
Job Seeking Index
(JSI)
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Digital Price Index: Important Industry Trends
 eCommerce outpacing traditional retail sales growth
 13% online sales growth during the 2015 holiday season
 vs 3% sales growth for traditional retail
 Click and collect
 Groceries and other items traditionally bought offline are increasingly
purchased online and picked-up in-store
 Share of digital transactions rising faster than expected as a result
 Price matching
 Retailers match online prices in-store to remain competitive
 Makes it easier to use online prices as an indicator of offline inflation
6
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Digital Price Index: Methodology
7
Based on analysis of aggregated and anonymous data
• Fisher Ideal Price Index
• Adobe measures 80% of all online transactions from top 100 U.S. retailers **
• $7.50 of every $10 spent online with top 500 U.S. retailers go through Adobe Marketing Cloud **
• Based on analysis of 4 billion website visits and 1.2 million online products sold between Jan 2015 and Feb 2016
CPI: Consumer Price Index Adobe: Digital Price Index
Quantities Sold No Yes
Products/quantities updated Every 3 years Daily
Number of Products 80 thousand (all categories) 1.2 million (electronics, groceries)
Data Collection Frequency Bi-Monthly Daily
Data Availability Monthly Daily
Offline Prices Yes No
Long history Yes No
All categories of spending Yes No
** Latest IR Top 500 Report 2015
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Electronics: Methodology
8
** Wikipedia
• The data used contains transactions for ~1 M
products between Feb 2015 and Feb 2016
• Products span across dozens of different categories
such as televisions, laptops, Blu-ray players,
desktops, tablets, wearables, headphones, video
games, printers etc.
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
1 / Deflation of Electronics
9
• Prices for electronics decreased 10.4% between Jan
2015 and Jan 2016
• For Feb, prices decreased 0.6% vs Jan
• Main deflation in Feb happening in televisions,
computers, cameras & smart watches
• For Jan, prices were up 1.1% over the previous month
• Main inflation in Jan for video games, computers
and tablets
* No CPI category exists for comparison
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
2 / Strong Deflation of Televisions
10
• Between Jan 2015 and Jan 2016, DPI shows cumulative
deflation of 19.4%
• For the same period, CPI* has reported
cumulative deflation of 14.3%
• For Feb, prices decreased 1.5% vs Jan
• Main price decreases in Feb are for LG & Vizio
televisions
• For Jan, prices up 0.7% over the previous month
• Main price increases in Jan were for Samsung
televisions
• For the same period, CPI* reported deflation of
0.7%
* CPI category Television used for comparison
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
• DPI captures the effect of major discount holidays
like Black Friday and Cyber Monday because it
measures quantities and does so in real-time
• Lowest prices for TVs in 2015 were Thanksgiving
and Black Friday
• Data demonstrates retailers trying to start sales
earlier – the Sunday and Monday before
Thanksgiving saw low prices
3 / The Importance of Black Friday Week
11
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
4 / Prices of Computers on the Decline
12
• Between Jan 2015 and Jan 2016, DPI shows
cumulative deflation of 13.1%
• For the same period, CPI* reported cumulative
deflation of 7.1%
• For Feb, prices decreased 0.8% vs Jan
• Main deflation items are Lenovo, Dell & HP
computers
• For Jan, prices up 1.2% over the previous month
• Main inflation items were Apple & Asus
computers
• For the same period, CPI* reported deflation of -
1.2%
* CPI category Personal computers and peripheral equipment used for comparison
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
5 / Tablet Prices Declining Significantly
13
• This is an important category not specifically covered
by the CPI because of their small product coverage,
which we can cover
• Prices for tablets decreased 21.1% between Jan 2015
and Jan 2016
• For Feb, prices decreased 2.4% vs Jan
• Main price decreases are for Microsoft & Apple
tablets
• For Jan, prices up 2.7% over the previous month
• Main price increases are for Apple tablets
* No CPI category exists for comparison
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
DPI: Measuring Rapid-Shifting Consumer Preferences
14
• Electronics see an average of 80% of
online spend on new* products**
• 16% of monthly online spend for groceries
on new products
* Products that have been available for 1 year or less
** A product is defined as an item for purchase which has an unique identifier (such as a SKU)
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Groceries: Methodology
15
** Wikipedia
• Our dataset covers an estimated 30-40% of all online grocery purchases. It contains
transactions for ~195k products (2015-2016) and is heavily comprised of groceries bought
online and picked-up in store
• The percent of shoppers buying groceries online is small, but growing by 35% YoY as of
February
• Generally, those buying groceries online come from affluent backgrounds
• The mix of grocery products bought online is not the same as offline – the top category for
online shopping is drinks (nonalcoholic), while for offline shopping it is meat
• Still, a significant portion of online grocery shopping is dedicated to meats, dairy, fruits &
vegetables – more than 50%
• When it comes to products where there’s little substitution possible and consumer choice is
minimal (like milk and eggs), the DPI tracks almost perfectly with the CPI. This is a good
indication that prices online match offline prices well
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
6 / Inflation of Groceries
16
• Between Jan 2015 and Jan 2016, DPI shows cumulative
inflation of .67%
• For the same period, CPI* reported cumulative
deflation of .4%
• For Feb, prices increased 0.2% vs Jan
• High inflation in Feb for fruits & vegetables, bakery
products, coffee & meats
• For Jan, prices up 0.5% vs December
• High inflation in Jan for coffee, fruits & vegetables,
juices & bottled water
• For the same period, CPI* reported inflation of
.3%
* CPI category “food at home” used for comparison
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Job Seeking Index: Methodology
17
• Based on analysis of aggregated and anonymous
data from more than 1 bil visits to U.S.
employment-search websites and top employer
career pages from Feb 2015 through Feb 2016
• Adobe Marketing Cloud powers 20 of the top 30
U.S. employers**
** Wikipedia
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
7 / Decline in Online Job Seeking
18
US online job seeking is down 10.3% YoY in Feb
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Digital Housing Index: Methodology
19
Based on analysis of aggregated and anonymous data
from more than 2 bil visits to U.S. housing search
websites between Feb 2015 and Feb 2015
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
8 / Online Housing Search on the Rise
20
Online search for purchases and rentals up 20.5% YoY
in Feb
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Appendix
22
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Adobe Spokespeople
23
Mickey Mericle,
Vice President, Marketing
Insights & Operations
Tamara Gaffney,
Principal Analyst,
Adobe Digital Index
Tyler White,
Sr. Manager,
Digital Economy Project
Luiz Maykot,
Lead Analyst,
Digital Economy Project
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Digital Price Index: Category Descriptions & Sample Statistics
24
• Groceries: grains, meats, drinks (excludes Alcohol), dairy, candy etc. purchased for consumption at home. Does not include prices for food
purchased at restaurant establishments. Similar to CPI’s Food at Home.
• Electronics: televisions, blu-ray players, laptops, desktops, tablets, wearables, headphones, video games, printers etc. The BLS does not
release specific inflation information for this category.
• Computers: laptops & desktop computers; includes additional equipment such as computer parts, monitors, keyboards etc. Similar to CPI’s
Personal Computers and Peripheral Equipment
• Televisions: includes televisions and excludes additional equipment such as OTTs, blu-ray players etc. Similar to CPI’s Televisions.
• Tablets: tablets & additional equipment such as covers, keyboards etc. The BLS does not release specific inflation information for this
category.
Category Number of Products (Feb ‘15 – Feb ‘16)
Groceries 195 k
Electronics 1 M
Computers 63 k
Televisions 33 k
Tablets 13 k
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Digital Price Index: Fisher Ideal Price Index
25
∑𝑖𝑖=1
𝑛𝑛
𝑃𝑃𝑖𝑖𝑖𝑖 𝑈𝑈𝑖𝑖𝑖𝑖−1
∑𝑖𝑖=1
𝑛𝑛
𝑃𝑃𝑖𝑖𝑖𝑖−1 𝑈𝑈𝑖𝑖𝑖𝑖−1
∗
∑𝑖𝑖=1
𝑛𝑛
𝑃𝑃𝑖𝑖𝑖𝑖 𝑈𝑈𝑖𝑖𝑖𝑖
∑𝑖𝑖=1
𝑛𝑛
𝑃𝑃𝑖𝑖𝑖𝑖−1 𝑈𝑈𝑖𝑖𝑖𝑖
• The Fisher Ideal Price Index uses quantities purchased on the current period (month) and a previous period
(previous month) to determine actual consumer’s preferences. Instead of assuming that consumers
preferences for what goods to buy are constant over a certain number of years, it is able to account for the fact
that they are constantly changing what they buy.
𝐹𝐹𝐹𝐹𝐹𝐹 𝐹𝐹𝐹𝐹𝐹 𝜋𝜋𝑡𝑡 =
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Methodology Comparison: Fisher, Laspeyres and Paasche
26
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Annual Cumulative Inflation Rates
27
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Electronics Deflation in Detail
28
• The average price paid for an iPad mini (all models) has
decreased by about 40% since the iPad mini 1 was
introduced in November 2012.
• Although the initial price tag of new models remains
constant at around $400, the automatic discount of
previous models causes the average price to consistently
fall: when the iPad mini 3 was introduced at an average
price of $450, the price for the iPad Mini 2 was reduced by
25% to $300.
• This data only includes iPad minis sold in retail websites
© 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
Job Seeking Online: Traffic Sources
29
• Direct traffic to employment-listing websites is
higher than search traffic
• Search ranks second

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Adobe digital economy project

  • 1. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ADOBE DIGITAL ECONOMY PROJECT
  • 2. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Adobe Spokespeople 2 Mickey Mericle, Vice President, Marketing Insights & Operations Tamara Gaffney, Principal Research Analyst, Adobe Digital Index
  • 3. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Economists Involved 3 Austan Goolsbee, University of Chicago  Robert P. Gwinn Professor of Economics at The University of Chicago's Booth School of Business  Formerly served as President Obama’s Chairman of the Council of Economic Advisers  The youngest member of the cabinet of President Obama Pete Klenow, Stanford University  Professor, Department of Economics, Stanford University  Formerly Senior Economist, Federal Reserve Bank of Minneapolis  Currently Visiting Scholar, Federal Reserve Bank of San Francisco  Member of editorial boards for Econometrica, American Economic Review, Quarterly Review of Economics, Journal of Economic Perspectives and others
  • 4. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Adobe Digital Index Background 4 Based on analysis of aggregated and anonymous data from Adobe Marketing Cloud:  Adobe Analytics and Adobe Mobile Services Thousands of brands worldwide including two thirds of Fortune 50 companies rely on Adobe Marketing Cloud:  $7.50 of every $10 spent online with top 500 U.S. retailers go through Adobe Marketing Cloud **  Adobe Marketing Cloud powers:  20 of the top 30 U.S. employers  9 of 10 largest hotel groups  7 of 10 largest airlines Adobe Analytics Adobe Mobile Services ** Latest IR Top 500 Report 2015
  • 5. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Adobe Digital Economy Project: News Overview 5 Digital Price Index (DPI) Digital Housing Index (DHI) Job Seeking Index (JSI)
  • 6. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Digital Price Index: Important Industry Trends  eCommerce outpacing traditional retail sales growth  13% online sales growth during the 2015 holiday season  vs 3% sales growth for traditional retail  Click and collect  Groceries and other items traditionally bought offline are increasingly purchased online and picked-up in-store  Share of digital transactions rising faster than expected as a result  Price matching  Retailers match online prices in-store to remain competitive  Makes it easier to use online prices as an indicator of offline inflation 6
  • 7. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Digital Price Index: Methodology 7 Based on analysis of aggregated and anonymous data • Fisher Ideal Price Index • Adobe measures 80% of all online transactions from top 100 U.S. retailers ** • $7.50 of every $10 spent online with top 500 U.S. retailers go through Adobe Marketing Cloud ** • Based on analysis of 4 billion website visits and 1.2 million online products sold between Jan 2015 and Feb 2016 CPI: Consumer Price Index Adobe: Digital Price Index Quantities Sold No Yes Products/quantities updated Every 3 years Daily Number of Products 80 thousand (all categories) 1.2 million (electronics, groceries) Data Collection Frequency Bi-Monthly Daily Data Availability Monthly Daily Offline Prices Yes No Long history Yes No All categories of spending Yes No ** Latest IR Top 500 Report 2015
  • 8. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Electronics: Methodology 8 ** Wikipedia • The data used contains transactions for ~1 M products between Feb 2015 and Feb 2016 • Products span across dozens of different categories such as televisions, laptops, Blu-ray players, desktops, tablets, wearables, headphones, video games, printers etc.
  • 9. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 1 / Deflation of Electronics 9 • Prices for electronics decreased 10.4% between Jan 2015 and Jan 2016 • For Feb, prices decreased 0.6% vs Jan • Main deflation in Feb happening in televisions, computers, cameras & smart watches • For Jan, prices were up 1.1% over the previous month • Main inflation in Jan for video games, computers and tablets * No CPI category exists for comparison
  • 10. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 2 / Strong Deflation of Televisions 10 • Between Jan 2015 and Jan 2016, DPI shows cumulative deflation of 19.4% • For the same period, CPI* has reported cumulative deflation of 14.3% • For Feb, prices decreased 1.5% vs Jan • Main price decreases in Feb are for LG & Vizio televisions • For Jan, prices up 0.7% over the previous month • Main price increases in Jan were for Samsung televisions • For the same period, CPI* reported deflation of 0.7% * CPI category Television used for comparison
  • 11. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. • DPI captures the effect of major discount holidays like Black Friday and Cyber Monday because it measures quantities and does so in real-time • Lowest prices for TVs in 2015 were Thanksgiving and Black Friday • Data demonstrates retailers trying to start sales earlier – the Sunday and Monday before Thanksgiving saw low prices 3 / The Importance of Black Friday Week 11
  • 12. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 4 / Prices of Computers on the Decline 12 • Between Jan 2015 and Jan 2016, DPI shows cumulative deflation of 13.1% • For the same period, CPI* reported cumulative deflation of 7.1% • For Feb, prices decreased 0.8% vs Jan • Main deflation items are Lenovo, Dell & HP computers • For Jan, prices up 1.2% over the previous month • Main inflation items were Apple & Asus computers • For the same period, CPI* reported deflation of - 1.2% * CPI category Personal computers and peripheral equipment used for comparison
  • 13. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 5 / Tablet Prices Declining Significantly 13 • This is an important category not specifically covered by the CPI because of their small product coverage, which we can cover • Prices for tablets decreased 21.1% between Jan 2015 and Jan 2016 • For Feb, prices decreased 2.4% vs Jan • Main price decreases are for Microsoft & Apple tablets • For Jan, prices up 2.7% over the previous month • Main price increases are for Apple tablets * No CPI category exists for comparison
  • 14. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. DPI: Measuring Rapid-Shifting Consumer Preferences 14 • Electronics see an average of 80% of online spend on new* products** • 16% of monthly online spend for groceries on new products * Products that have been available for 1 year or less ** A product is defined as an item for purchase which has an unique identifier (such as a SKU)
  • 15. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Groceries: Methodology 15 ** Wikipedia • Our dataset covers an estimated 30-40% of all online grocery purchases. It contains transactions for ~195k products (2015-2016) and is heavily comprised of groceries bought online and picked-up in store • The percent of shoppers buying groceries online is small, but growing by 35% YoY as of February • Generally, those buying groceries online come from affluent backgrounds • The mix of grocery products bought online is not the same as offline – the top category for online shopping is drinks (nonalcoholic), while for offline shopping it is meat • Still, a significant portion of online grocery shopping is dedicated to meats, dairy, fruits & vegetables – more than 50% • When it comes to products where there’s little substitution possible and consumer choice is minimal (like milk and eggs), the DPI tracks almost perfectly with the CPI. This is a good indication that prices online match offline prices well
  • 16. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 6 / Inflation of Groceries 16 • Between Jan 2015 and Jan 2016, DPI shows cumulative inflation of .67% • For the same period, CPI* reported cumulative deflation of .4% • For Feb, prices increased 0.2% vs Jan • High inflation in Feb for fruits & vegetables, bakery products, coffee & meats • For Jan, prices up 0.5% vs December • High inflation in Jan for coffee, fruits & vegetables, juices & bottled water • For the same period, CPI* reported inflation of .3% * CPI category “food at home” used for comparison
  • 17. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Job Seeking Index: Methodology 17 • Based on analysis of aggregated and anonymous data from more than 1 bil visits to U.S. employment-search websites and top employer career pages from Feb 2015 through Feb 2016 • Adobe Marketing Cloud powers 20 of the top 30 U.S. employers** ** Wikipedia
  • 18. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 7 / Decline in Online Job Seeking 18 US online job seeking is down 10.3% YoY in Feb
  • 19. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Digital Housing Index: Methodology 19 Based on analysis of aggregated and anonymous data from more than 2 bil visits to U.S. housing search websites between Feb 2015 and Feb 2015
  • 20. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. 8 / Online Housing Search on the Rise 20 Online search for purchases and rentals up 20.5% YoY in Feb
  • 21. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.
  • 22. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Appendix 22
  • 23. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Adobe Spokespeople 23 Mickey Mericle, Vice President, Marketing Insights & Operations Tamara Gaffney, Principal Analyst, Adobe Digital Index Tyler White, Sr. Manager, Digital Economy Project Luiz Maykot, Lead Analyst, Digital Economy Project
  • 24. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Digital Price Index: Category Descriptions & Sample Statistics 24 • Groceries: grains, meats, drinks (excludes Alcohol), dairy, candy etc. purchased for consumption at home. Does not include prices for food purchased at restaurant establishments. Similar to CPI’s Food at Home. • Electronics: televisions, blu-ray players, laptops, desktops, tablets, wearables, headphones, video games, printers etc. The BLS does not release specific inflation information for this category. • Computers: laptops & desktop computers; includes additional equipment such as computer parts, monitors, keyboards etc. Similar to CPI’s Personal Computers and Peripheral Equipment • Televisions: includes televisions and excludes additional equipment such as OTTs, blu-ray players etc. Similar to CPI’s Televisions. • Tablets: tablets & additional equipment such as covers, keyboards etc. The BLS does not release specific inflation information for this category. Category Number of Products (Feb ‘15 – Feb ‘16) Groceries 195 k Electronics 1 M Computers 63 k Televisions 33 k Tablets 13 k
  • 25. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Digital Price Index: Fisher Ideal Price Index 25 ∑𝑖𝑖=1 𝑛𝑛 𝑃𝑃𝑖𝑖𝑖𝑖 𝑈𝑈𝑖𝑖𝑖𝑖−1 ∑𝑖𝑖=1 𝑛𝑛 𝑃𝑃𝑖𝑖𝑖𝑖−1 𝑈𝑈𝑖𝑖𝑖𝑖−1 ∗ ∑𝑖𝑖=1 𝑛𝑛 𝑃𝑃𝑖𝑖𝑖𝑖 𝑈𝑈𝑖𝑖𝑖𝑖 ∑𝑖𝑖=1 𝑛𝑛 𝑃𝑃𝑖𝑖𝑖𝑖−1 𝑈𝑈𝑖𝑖𝑖𝑖 • The Fisher Ideal Price Index uses quantities purchased on the current period (month) and a previous period (previous month) to determine actual consumer’s preferences. Instead of assuming that consumers preferences for what goods to buy are constant over a certain number of years, it is able to account for the fact that they are constantly changing what they buy. 𝐹𝐹𝐹𝐹𝐹𝐹 𝐹𝐹𝐹𝐹𝐹 𝜋𝜋𝑡𝑡 =
  • 26. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Methodology Comparison: Fisher, Laspeyres and Paasche 26
  • 27. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Annual Cumulative Inflation Rates 27
  • 28. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Electronics Deflation in Detail 28 • The average price paid for an iPad mini (all models) has decreased by about 40% since the iPad mini 1 was introduced in November 2012. • Although the initial price tag of new models remains constant at around $400, the automatic discount of previous models causes the average price to consistently fall: when the iPad mini 3 was introduced at an average price of $450, the price for the iPad Mini 2 was reduced by 25% to $300. • This data only includes iPad minis sold in retail websites
  • 29. © 2016 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. Job Seeking Online: Traffic Sources 29 • Direct traffic to employment-listing websites is higher than search traffic • Search ranks second