economic tools for broadband policy

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GEORGE S. FORD CHIEF ECONOMIST Economic Tools for Broadband Policy PHOENIX C E N T E R 1

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Economic Tools for Broadband Policy. George S. Ford Chief Economist. PHOENIX. CENTER. The 800 Pound Gorilla …. REGULATION V. Limited Competition. The 800 Pound Gorilla …. Markets Never Work. Markets Never Fail. complainers V. Idealogues. The 800 Pound Gorilla …. - PowerPoint PPT Presentation

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Page 1: Economic Tools for  Broadband Policy

1

GEORGE S. FORDCHIEF ECONOMIST

Economic Tools for Broadband Policy

PHOENIXC E N T E R

Page 2: Economic Tools for  Broadband Policy

2

The 800 Pound Gorilla …

REGULATIONV.

LIMITED COMPETITION

Page 3: Economic Tools for  Broadband Policy

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The 800 Pound Gorilla …

COMPLAINERSV.

IDEALOGUES

Markets Never Work Markets

Never Fail

Page 4: Economic Tools for  Broadband Policy

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The 800 Pound Gorilla …

THOSE OF US WHO ARE AMAZED AT HOW RIDICULOUS THE ARGUMENTS

HAVE BECOME.

Page 5: Economic Tools for  Broadband Policy

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Realistic Expectations

We need to form realistic expectations about … Market Structure (how many firms) Nature of Competition Effect of Competition on Investment and Innovation The Relationship between Communications

Infrastructure and Economic Activity The Efficacy of Regulation What Markets Do What the Data Tells Us

Page 6: Economic Tools for  Broadband Policy

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Market Structure

N* is Few N ≈ 2 is not an unrealistic expectation for terrestrial, wireline

networks It appears that N ≈ 3 to 5 is right for wireless communications “Nearby” competitors (wifi, wimax) offer additional limits to

market power

COST ENTRYSIZE MARKETN *

Page 7: Economic Tools for  Broadband Policy

7

N*: Equilibrium Number of Firms

Firms enter until the next entrant loses money

When entry stops, and exit does not occur, we have equilibrium

N* depends on the size of the market, the fixed/sunk cost of entry, and the intensity of competition

COST ENTRYSIZE MARKETN *

Page 8: Economic Tools for  Broadband Policy

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Numerical Example:Policy Paper No. 21

Number of Firms (N)

Firm Net Revenues

Entry Costs Net Profits

1 100 15 852 40 15 25

N * = 3 20 15 54 12 15 -35 8 15 -76 5 15 -107 4 15 -11

The Equilibrium Number of Firms is 3. If the 4th firm enters, all firms lose money. All make money at 3, so this is the equilibrium.

Page 9: Economic Tools for  Broadband Policy

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Numerical Example:Policy Paper No. 21

Number of Firms (N)

Firm Net Revenues

Entry Costs Net Profits

1 200 15 1852 80 15 653 40 15 254 24 15 9

N* = 5 16 15 16 10 15 -57 8 15 -7

The Equilibrium Number of Firms is 5. If the 6th firm enters, all firms lose money. All make money at 5, so this is the equilibrium.

Page 10: Economic Tools for  Broadband Policy

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Numerical Example:Policy Paper No. 21

Number of Firms (N)

Firm Net Revenues

Entry Costs Net Profits

1 100 5 952 40 5 353 20 5 154 12 5 75 8 5 3

N* = 6 5 5 07 4 5 -1

The Equilibrium Number of Firms is 6. If the 7th firm enters, all firms lose money. All make money at 6, so this is the equilibrium.

Page 11: Economic Tools for  Broadband Policy

Competition11

General view is the price falls as the number of firms increases

This is the Cournot View with Homogeneous Goods

Or, Bertrand with Product Differentiation

The full range of outcomes is possible theoretically

PM

MC

01 2 3 4 5

Price

N

Cournot Bertran

d

Collusion

A

Page 12: Economic Tools for  Broadband Policy

12

What About Competition?

Intense Price Competition

Moderate Price

Competition

Perfect Collusion

N Entry Costs

Net Rev.

Net Profit

Net Rev.

Net Profit

Net Rev.

Net Profit

1 15 100 85 100 85 100 852 15 28 13 40 25 50 353 15 12 -3 20 5 33 184 15 6 -9 12 -3 25 105 15 4 -11 8 -7 20 56 15 3 -12 5 -10 17 27 15 2 -13 4 -11 14 -1

Page 13: Economic Tools for  Broadband Policy

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Competition and N

There’s a Difference: Intensity of Competition Number of Firms

The Intensity of Competition relates to how firms interact

Price reductions from additional firms is based on more firms competing, not necessarily a change in the way they behave with respect to price

Intensity is behavior, not count, and too much intensity leads to very few firms

Page 14: Economic Tools for  Broadband Policy

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The Evidence

Can we form a general expectation about the intensity of rivalry?

Empirical studies are mixed

Experimental work suggests the tendency is Cournot or better.

Experimental Results:Fouraker and Siegal

(1963)Type Outcomes

Collusion 3Weak

Competition1

Cournot 7Bertrand 5

Total 1675% were Cournot or Better.

Page 15: Economic Tools for  Broadband Policy

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More Like Cournot More Like Bertrand

Price is inversely related to industry concentration P = f(HHI) P = f(N)

Price is not related to industry concentration for 3 or more firms P≠f(HHI) P≠f(N) Price cut occurs at 2nd firm. Difficult to distinguish

between Cournot with only 2 firms.

Also difficult to differentiate when N gets large

Interpreting the Evidence

Page 16: Economic Tools for  Broadband Policy

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Too Much Competition?

Policy Paper No. 24: Network Neutrality and Industry Structure Argument: If differentiation is prohibited by rule,

firms are homogeneous, leaving only price to compete over.

Intense price competition can deter entry, leaving monopoly and no price competition at all.

Paradox Differentiation softens price competition, but allows

for price competition.

Page 17: Economic Tools for  Broadband Policy

What’s the Benchmark?N* = 2

17Perfect Competition

Marginal Cost = MCFive Firms

P5

Equilibrium Industry Structure P2 is as low as it goes Profit ≈ 0 N=3, Profit < 0

PM

P2

P5

MC

0 1 2 3 4 5

Price

N

Cournot

Page 18: Economic Tools for  Broadband Policy

What’s the Benchmark?N* = 2

18Perfect Competition

Marginal Cost = MC Profits = 0

Marginal Cost Pricing Not Possible Losses = abcd

Equilibrium Industry Structure Can only satisfy zero

profit condition with fixed/sunk costs

MC Pricing not possible without massive subsidies

P2

MC

0

$

q

Firm Demand

Avg. Cost

ab

cd

EquilibriumN=2

Page 19: Economic Tools for  Broadband Policy

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The 800 Pound Gorilla …

REGULATIONV.

LIMITED COMPETITION

Page 20: Economic Tools for  Broadband Policy

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Competition and Investment/Innovation

Investment and Innovation are higher with competition, up to a point

Effect 1. Monopolies have the profits to fund innovation, but face no pressure to do so.

Effect 2. Competition reduces profits, but firms innovate to escape competition (create market power).

Rat

e of

Inn

ovat

ion

Competition

Maximum

*Aghion et al, Competition, Imitation and Growth with Step-by-Step Innovation, Review of Economic Studies (2001).

Page 21: Economic Tools for  Broadband Policy

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Efficacy of Regulation(and it’s role)

How good is regulation in a Monopoly setting?How good is regulation in a Duopoly setting?How good is regulation in a Triopoly setting?And so forth?Is limited competition better than regulation?What can regulation improve in a setting of

limited competition?What the role of regulation if we have N* and

its small?What N* = 2, Profit = 0, yet there is collusion?

Page 22: Economic Tools for  Broadband Policy

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Congress’ View:The Cable Act of 92

1992 Cable Act deregulated a cable system when it had a competitor that passed 50% of its market (and had a penetration rate of at least 15%). Deregulate at 1.5 firms

Small systems were also unregulated Benefits < Costs

Unbundling/Special Access Triggers (a bit nutty)

Page 23: Economic Tools for  Broadband Policy

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Successes and Failures

Cable Regulation – Failure Special Access – Failure Unbundling – Failure Interconnection Reform – Failure USF – Broken? Broadband Ubiquity by 2007 – Failure Payphone Compensation – Repeated Failure Wireless E911 - Failure

Madison River?

Part 68 Rules – Success (Monopoly Period) Number portability wireline, wireless, but not between – Success E911, Wireline and VOIP, not wireless – Success Spectrum Auctions – Success Other ….

How do we pick successful interventions?

Page 24: Economic Tools for  Broadband Policy

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Special Access Profit Margins

1988 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008

-0.6

-0.4

-0.2

0

0.2

0.4

0.6

0.8

Pricing Flexibility/Deregulation

Page 25: Economic Tools for  Broadband Policy

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Madison River

VOIP-Capable DSL = $30VOIP-Blocked DSL = $20FCC Says No VOIP-Blocking, or No Price

DifferencesVOIP-Capable DSL = $25 (or something like

that) Now everyone pays $25, where many would prefer to

pay $20Under plausible conditions, such a decision is

welfare reducing (consumer welfare reducing!)

Difference is opportunity cost of lost profit from phone service.

Page 26: Economic Tools for  Broadband Policy

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Regulation versus Limited Competition

A little competition probably wins this battle.Regulation is typically for things that the market

cannot fix (Externalities, Natural Monopoly, Social Programs).

Price and Quality are the purview of the market. Firms can impede competition

Perfection is not possible by regulators or markets, because perfection is subjective. Firms typically meet the average needs (cost-benefit test) Some Won’t be Happy

Who’s driving policy today?

Page 27: Economic Tools for  Broadband Policy

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Be Realistic About Markets

Markets don’t resolve problems in an instant It is the loss of a large number of customers that reveals a

bad business decision. That takes time. Complaints and news articles are the manifestation of this

emigration. It is often evidence the market is working, not failing.

There will be complaints – people complain incessantly about Wal-Mart. Some people complain about their Toyota or Honda, despite being highly reliable, affordable autos. Complaining is not evidence of market failure. Service prices and quality YOU or I don’t like is not market

failure.

Page 28: Economic Tools for  Broadband Policy

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Be Realistic About Markets

Home Networking Network Neutrality proponents use as example Market eventually solved it without regulation

Bluetooth Crippling Another Net Neutrality example Market solved it

WIFI Crippling Another Net Neutrality example Market solved it

Firms are out for profits, so expect manifestations of that. But consumers are out for the best deal, and expect that discipline. Watch for long-term problems.

Page 29: Economic Tools for  Broadband Policy

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A REVIEW OF BROADBAND COMPARISONS AND RANKINGS

What About the Evidence?

Page 30: Economic Tools for  Broadband Policy

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Broadband Rankings, OECD

2001 2002 2003 2004 2005 2006

Korea Korea Korea Korea Iceland Denmark

Canada Canada Canada Denmark Korea Netherlands

Sweden Belgium Iceland Netherlands Netherlands Iceland

U.S. Iceland Denmark Iceland Denmark Korea

Demark Netherlands Canada Switzerland Switzerland

Sweden Belgium Switzerland Finland Norway

Netherlands Sweden Belgium Norway Finland

U.S. Japan Japan Canada Sweden

Switzerland Finland Sweden Canada

U.S. Norway Belgium Belgium

Sweden Japan UK

U.S. UK Luxembourg

U.S. France

Japan

U.S.

Page 31: Economic Tools for  Broadband Policy

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Broadband Rankings

What should ourbroadband ranking

be?

Page 32: Economic Tools for  Broadband Policy

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Broadband Rankings

What are the policy ramifications of

our rank?

Page 33: Economic Tools for  Broadband Policy

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Broadband Rankings, OECD

2001 2002 2003 2004 2005 2006

Korea Korea Korea Korea Iceland Denmark

Canada Canada Canada Denmark Korea Netherlands

Sweden Belgium Iceland Netherlands Netherlands Iceland

U.S. Iceland Denmark Iceland Denmark Korea

Demark Netherlands Canada Switzerland Switzerland

Sweden Belgium Switzerland Finland Norway

Netherlands Sweden Belgium Norway Finland

U.S. Japan Japan Canada Sweden

Switzerland Finland Sweden Canada

U.S. Norway Belgium Belgium

Sweden Japan UK

U.S. UK Luxembourg

U.S. France

Japan

U.S.

Page 34: Economic Tools for  Broadband Policy

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Normalization of Subscription Counts

OECD ranks subscriptions per capita

Per Capita is a reasonable choice for normalization, but it is not an innocuous adjustment.

Any adjustment introduces error; may not make much of a difference, but it may.

Home A: 4 peopleHome B: 3 peopleIf both have a

broadband, then Home A has a subscription rate of 25 while Home B has a subscription rate of 33.

Household normalization helps, but does not control for businesses.

Page 35: Economic Tools for  Broadband Policy

35

United States Sweden

Persons per Home = 2.7

Persons per Home = 2.0

Normalization

The U.S. needs 35% more connections than Sweden to make up the

difference.

Page 36: Economic Tools for  Broadband Policy

36

2006 Broadband

Ranking

2003 Telephones

RankingDenmark Luxembourg

Netherlands SwedenIceland IcelandKorea Norway

Switzerland DenmarkNorway SwitzerlandFinland FinlandSweden GreeceCanada UKBelgium Italy

UK GermanyLuxembourg Netherlands

France SpainJapan Czech Republic

Some countries tend to rank high in per-capita communications consumption.

The U.S. presently ranks 24th in telephone per capita (wireless and wireline).

Over the period 1991-1998, we ranked about 7th.

After 1998, the U.S. has fallen to quickly to the low 20’s (presumably due to mobile phones and different counting schemes).

Who ranks high?

High Rank for Communications

Page 37: Economic Tools for  Broadband Policy

37

Broadband Rankings, OECD

2001 2002 2003 2004 2005 2006

Korea Korea Korea Korea Iceland Denmark

Canada Canada Canada Denmark Korea Netherlands

Sweden Belgium Iceland Netherlands Netherlands Iceland

U.S. Iceland Denmark Iceland Denmark Korea

Demark Netherlands Canada Switzerland Switzerland

Sweden Belgium Switzerland Finland Norway

Netherlands Sweden Belgium Norway Finland

U.S. Japan Japan Canada Sweden

Switzerland Finland Sweden Canada

U.S. Norway Belgium Belgium

Sweden Japan UK

U.S. UK Luxembourg

U.S. France

Japan

U.S.

Page 38: Economic Tools for  Broadband Policy

38

Time and Subscription

Time

SubscriptionRate

Measure

At Time t0

Measure

At Time t1

A fall in rank may suggest leadership.

Must have some guesstimate of terminal subscription for rank to relevant.

Page 39: Economic Tools for  Broadband Policy

39

Household Penetration of Broadband:US and EU OECD Members

Norway

Denmar

k

Finlan

d

Belgium

Swed

en UK

Franc

e

Luxe

mbour

g

German

y

Austri

a

Polan

d

Hunga

ry

Portu

gal

Czech

Italy

Irelan

d

Slova

kia US0

10

20

30

40

50

60

70Household Penetra...

Source: EU Commission, E-Communications Household Survey (Apr. 2007). U.S. from Pew Internet and American Life Project (2007).

Complaint: Different studies/methodologies. But, where does the OECD data come from?

Page 40: Economic Tools for  Broadband Policy

40

Broadband Nirvana:All Homes and Business Have Broadband

Country Subscription Rank Country Subscription Rank

Sweden 54.1% 1 Norway 40.3% 16

Iceland 48.9% 2 New Zealand 39.8% 17

Czech Republic 47.8% 3 Portugal 39.2% 18

Denmark 47.8% 4 Japan 39.0% 19

Finland 47.7% 5 United Kingdom 38.9% 20

Germany 44.9% 6 United States 38.0% 21

Netherlands 43.7% 7 Luxembourg 37.8% 22

Australia 31.5% 8 Greece 36.2% 23

Switzerland 42.9% 9 Slovak Republic 35.1% 24

France 42.4% 10 Ireland 34.7% 25

Canada 41.9% 11 Poland 34.1% 26

Hungary 41.1% 12 Spain 33.8% 27

Belgium 41.% 13 Korea 25.4% 28

Austria 40.6% 14 Mexico 24.7% 29

Italy 40.4% 15 Turkey 21.2% 30

Page 41: Economic Tools for  Broadband Policy

41

Determinants of Broadband Subscription

The Broadband Nirvana ignores the impact of income, age, density, and so forth on subscription.

PHOENIX CENTER POLICY PAPER NO. 29 measures the impact of a wide range of determinants of broadband subscription to assess whether or not countries are exceeding, meeting, or falling short of “expectations.”

Relevant determinants are: Price (-), Income (+), Income inequality (-), Education (+), Age (-), Density (+), Phones (+), Business Size (-), Time (+).

Page 42: Economic Tools for  Broadband Policy

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Algebra: y = a + bx

Econometrics: Regression

Regression Analysis

25

20

15

10

5

0 1 2 3 4 5

y

x

y = 30 – 5x

25

20

15

10

5

0 1 2 3 4 5

y

x

We try to fit the

curve to “messier” data

Page 43: Economic Tools for  Broadband Policy

43

Univariate Regressiony = a + bx

Multivariate Regression:y = a + bx + cz

Regression Analysis

25

20

15

10

5

0 1 2 3 4 5

y

x

25

20

15

10

5

0 1 2 3 4 5

y

x

Page 44: Economic Tools for  Broadband Policy

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Effect Size of Determinants

Variable Effect for a 10% Increase

Variable Explanatory Power

GINI -8.4% AGE65 50

GDPCAP +8.1% GDPCAP 42

AGE65 -7.3% BUSSIZE 41

BUSSIZE -3.5% DENSITY 31

PHONE +2.5% GINI 30

PRICE -2.3% PHONE 20

EDUC +1.8% PRICE 18

DENSITY +0.8% PHONE2 18

BIGCITY -0.6% EDUC 13

HHSIZE +0.4% BIGCITY 04

HHSIZE 00

AGE65 Japan = 26.9% AGE65 Korea = 12.4%

Page 45: Economic Tools for  Broadband Policy

45

Broadband Policy

90% of differences in broadband subscription across OECD is explained by non-policy factors

Page 46: Economic Tools for  Broadband Policy

46

Broadband Performance Index(Alternative Specification)

Exceeds Expectations

Below ExpectationsMeets Expectations

Gre

ece

(28)

Irel

and

(23)

Slov

ak R

ep. (

27)

Luxe

mbo

urg

(12)

Cze

ch R

ep. (

25)

New

Zea

land

(21)

Pola

nd (2

6)

Ger

man

y (1

8)

Mex

ico

(30)

Ital

y (2

0)

Swed

en (8

)

Aust

ralia

(16)

Japa

n (1

4)

Nor

way

(6)

S. K

orea

(4)

US

(15)

Spai

n (1

9)

Can

ada

(9)

Fran

ce (1

3)

Den

mar

k (1

)

Net

herl

ands

(2)

UK

(11)

Turk

ey (2

9)

Hun

gary

(24)

Switz

erla

nd (5

)

Aust

ria

(17)

Finl

and

(7)

Bel

gium

(10)

Port

ugal

(22)

Icel

and

(3)

-4.00

-3.00

-2.00

-1.00

0.00

1.00

2.00

Page 47: Economic Tools for  Broadband Policy

47

What Should We Rank?

Estimate the BPI regression only for the top 15 of OECD countries excluding the U.S. Coefficients are driven by the most successful

countriesU.S. Ranks 10th

Absent reformulations of the counting schemes across countries (like for wireless), the U.S. should rank about 10th in subscriptions per capita This is roughly consistent with its rank for

telephones/pop before wireless

Page 48: Economic Tools for  Broadband Policy

48

From Rank to …

The rank statistics often precedes claims about Lack of deployment Lack of Bandwidth/Speed

Ubiquitous availability might move us up 4 spots in the rankings Assuming 10% unavailability, we go from a

subscription rate of 0.196 to 0.218. Assuming 5% unavailability, we go up 3 spots.

Page 49: Economic Tools for  Broadband Policy

49

Does Speed Matter?

Higher speeds will only draw in the marginal users

Those that want speed the most have already subscribed to broadband

Speed is unlikely to increase our broadband ranking, or reduce it

Speed Value A Value B1 40 52 50 103 60 154 70 205 80 256 90 307 100 358 110 40

At $30, the high-value customer buys broadband at any speed. Speed must be 6Mbps for the low-value customers to buy. POINT: Higher speeds impact only marginal users.

Page 50: Economic Tools for  Broadband Policy

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Speed and Subscription:No Help Here

Speed

SubscriptionRate

After about here, the additional impact of speed on subscription is trivial.

For OECD countries, advertised speeds (provided

by ITIF) are unrelated to broadband subscription rates in a well specified

model.

Page 51: Economic Tools for  Broadband Policy

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Speed and Time

Time

Speed/Technology

•Technology improves over time.

•Investments are made at time t.

•Network remains for x years.

•Later investments are in better technology.

•Perpetual game of catch-up or leap frog.Invest

Use

Invest

Use

Are we paying the price for being a first mover?

Page 52: Economic Tools for  Broadband Policy

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Time and Subscription

Time

SubscriptionRate

Measure

At Time t0

Measure

At Time t1

A fall in rank may suggest leadership.

Must have some guesstimate of terminal subscription for rank to relevant.

Page 53: Economic Tools for  Broadband Policy

53

The Demand for Bandwidth: Korea (KTT)

Service Up Down % SubsLite 640Kpbs 4Mpbs 84%

Premium 4Mpbs 13Mpbs 4%Special 4Mpbs 20Mpbs 5%Ntopia 4Mpbs 50Mpbs 12%

Source: S. Wallsten, Progress on Point 14.13 (June 2007).

Page 54: Economic Tools for  Broadband Policy

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Broadband Speeds

Country Claimed Speed (Mbps)

Actual Speed(Mbps)

Japan 61.0 12.0Korea 45.6 3.4

Finland 21.7 3.6Sweden 18.2 7.4France 17.6 4.7

Netherlands 8.8 5.0Portugal 8.1 3.1Canada 7.6 3.6Poland 7.5 1.6

U.S. 4.8 4.7

Sources: Claimed Speed, D. Correa, ITIF (2007). Actual Speed, www.speedtest.net (2007); Korea may be slightly understated due to a lack of a local test server. Sample sizes in Speedtest.net data are often very large.

Of actual speeds, U.S. ranks 8th of 100 countries.

Page 55: Economic Tools for  Broadband Policy

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The Japanese Miracle?

Japan is touted as a “broadband miracle” Claim: 100 Mbps Fiber Service for $30

Reality Avg. Download Speed = 10Mbps 100Mbps = $53/month Japan is ranked 14th in OECD, basically with the same

subscription rate as U.S. 58% DSL; 29% Fiber; 14% Cable

Zero and Low Interest Loans for NetworksTax Incentives (not very important with 0% loans)33% of Municipal System Construction Costs are

SubsidizedIs it unbundling or zero-interest loans?

Page 56: Economic Tools for  Broadband Policy

Investments in Broadband

K = Investment Amountr = Hurdle RateP = Price you can sell it for (price structure)c = incremental costn = number of buyersI = Information availableQ = Quality of ServiceZ = Other stuff like income, education, etc…

K(1 + r) ≤ (P-c).n(P,I,Q,Z)56

Page 57: Economic Tools for  Broadband Policy

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Investments in Bandwidth

Cost of the upgrade must exceed the net revenue from the sale of the services made possible.

If you upgrade your network to 50Mbps, how many people will buy it?

Communications carriers can only spend what investors will give them. Investors demand a return. That’s the world we live in.

If you don’t reward investors, the money won’t come.

Cost≤ Benefit

Page 58: Economic Tools for  Broadband Policy

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Investments in Bandwidth

"It is not the multitude of alehouses … that occasions a general disposition to drunkenness among the common people; but that dis-position, arising from other causes, necessarily gives employment to a multitude of alehouses."Adam Smith, Wealth of Nations

(1776)

Page 59: Economic Tools for  Broadband Policy

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Investment in Bandwidth

MARKETS DON’T WORK That depends on what you want markets to do. Rather than saying the market has failed to provide

adequate speed and coverage, why not say the market is providing us information that the demand for speed is low and the demand is inadequate to cover costs in some markets. A proper perspective leads to proper policy responses

Markets work because they are the fastest way to disseminate and incorporate information. Look to the market as a source of information. An all-knowing being could mimic the market (but I’m not

interested in the job).

Page 60: Economic Tools for  Broadband Policy

Investments in Broadband

K = Investment Amountr = Hurdle RateP = Price you can sell it for (price structure)c = incremental costn = number of buyersI = Information availableQ = Quality of ServiceZ = Other stuff like income, education, etc…

K(1 + r) ≤ (P-c).n(P,I,Q,Z)60

Page 61: Economic Tools for  Broadband Policy

Investments in Broadband

Action EffectPrice Regulation Probably Less InvestmentNet Neutrality Probably Less InvestmentTax Incentives More Investment

Low Interest Loans More InvestmentSubsidies More Investment (if done right)

Connect Kentucky More InvestmentMore Competition Depends (up or down slope?)

K(1 + r) ≤ (P-c).n(P,I,Q,Z)61

Page 62: Economic Tools for  Broadband Policy

Firms Invest Less than Society Desires(Complaints are to be expected)

Private Decision: K(1 + r) ≤ (P-c).n(P,I,Q,Z)

Social Decision: K(1 + r*) ≤ (P-c).n(P,I,Q,Z) where = ratio of 1 plus the Avg. Consumer Surplus per unit relative to profit and r* ≤ r.

Interestingly, charges different prices to different people/groups reduces the difference.

Regulatory risk inflates r. FCC says competition inflates r.

62

Page 63: Economic Tools for  Broadband Policy

63

[PRELIMINARY]BPI FOR U.S. STATES

What about the US?

Page 64: Economic Tools for  Broadband Policy

64

Effect Size of Determinants

Variable Effect for a 10% Increase

Variable Explanatory Power

INSCHOOL -22.0% RURALFARM 0.57

NATIVE -20.0% NATIVE 0.40

GINI -13.2% RURAL 0.37

HHSIZE -12.8% GINI 0.36

ENGLISH +8.7% ENGLISH 0.34

RETIRE -3.4% HHSIZE 0.14

PERCAPINC +3.3% RETIRE 0.12

SELF EMP. +2.6% SELF EMP. 0.11

RURAL -2.3% INSCHOOL 0.08

EDUC +2.1% PERCAPINC 0.08

BUSSIZE +1.5% BUSSIZE 0.06

RURALFARM -1.4% EDUC 0.05

Page 65: Economic Tools for  Broadband Policy

65

BPI – Sort of(Preliminary)

Mississ

ippi

Colora

do

Arka

nsas

Washin

gton

Delawar

e

Penn

sylva

nia

Wyoming

New M

exico

Wiscon

sin

Minnes

ota

Orego

n

Verm

ont

Califor

nia

Montan

a

New Yor

kOhio

Nevad

a

Rhode

Islan

d

Conne

cticu

t

Distric

t of C

olumbia Utah

Louis

iana

Kentuc

ky

New H

amps

hire

Georg

ia

-4.95

-3.3

-1.65

0

1.65

3.3

4.95

Page 66: Economic Tools for  Broadband Policy