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Risks, Prices, & Structural Consequences of Product Illegality: What Cannabis Legalization Tells Us about Black Markets Jonathan Caulkins Carnegie Mellon University Heinz College RAND Drug Policy Research Center 1

Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

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Page 1: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Risks, Prices, & Structural Consequences of Product Illegality: What Cannabis Legalization Tells Us

about Black Markets

Jonathan Caulkins

Carnegie Mellon University Heinz College

RAND Drug Policy Research Center

1

Page 2: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

#1: Prices of Illegal Drugs Are Often High and That Matters

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Page 3: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Heroin and Cocaine In Sweden Are Worth Their Weight in Gold

(even at wholesale prices)

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3

$-

$10

$20

$30

$40

$50

$60

$70

$80

2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017

USD

per

Gra

m

Heroin (Wholesale)

Cocaine (Wholesale)

Gold (start of year)

Page 4: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

At Retail, They Are Dearer than Gold

$-

$50

$100

$150

$200

$250

$300

$350

2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017

USD

per

Gra

m

Heroin (Retail)

Cocaine (Retail)

Gold (start of year)

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Page 5: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

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Prices Matter: US Cocaine and Heroin ED Mentions Are Inversely Related to (Purity-Adjusted) Prices

0

100

200

300

400

500

600

700

800

1981 1983 1985 1987 1989 1991 1993 1995

Pri

ce

pe

r P

ure

Gra

m &

ER

Me

nti

on

s/y

r 0.1*Heroin Price

Cocaine Price

Heroin ER Mentions/200

Cocaine ER Mentions/200

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Page 6: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

6

Price Raised to a Constant Elasticity Can Explain Most Variation in ED

Mentions

0

20,000

40,000

60,000

80,000

100,000

120,000

140,000

160,000

180,000

1978 1982 1986 1990 1994

Nu

mb

er

of

ED

Men

tio

ns p

er

Year

Cocaine Mentions Predicted by Price

Actual Cocaine Mentions

Heroin Mentions Predicted by Price

Actual Heroin Mentions

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Page 7: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

#2: Two Theories for Why Drug Prices are So High – Both by Peter

• Rejected theory: Monopoly power – Often there are few barriers to entry

– Most of the markup happens at bottom of chain • 40-75% of retail price is wholesale-to-retail markup

– Prices fell when Medellin “Cartel” was most powerful

• Structural consequences of product illegality – Reuter, Peter. Disorganized crime: The economics of the

visible hand. Cambridge, MA: MIT press, 1983

• “Risks & Prices” – Reuter, P. and Kleiman, M.A., 1986. Risks and prices: An

economic analysis of drug enforcement. Crime and justice, 7, pp.289-340.

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Page 8: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Structural Consequences of Product Illegality

• Need to avoid arrest forces inefficient practices

– Sales rates

• 20 per day for street dealers

• 20 per minute for grocery store checkout clerk

– Cost to package for retail sale

• $0.08 - $0.20 to package a 0.1 gram vial of crack

• $0.006 - $0.008 to buy 2.85 gram of packet of sugar

– Scale of growing operations

• 99 plants common under prohibition (so < 1,000 sq. ft.)

• 3,267 sq. ft. (average of 8 commercial MJ growers in 2013)

• 1,000,000 sq. ft. (Aphria’s Lemington, ON greenhouses)

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Page 9: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Risks & Prices

• Competitive markets imply zero rents (aka “economic” profits) – Prices should be explainable by costs

• High money (aka “accounting”) profits compensate dealers for risks, notably of violence, arrest, and incarceration

• Theory of “compensating differentials” is common – Dates at least to Smith, Adam (1776)

– A 2002 estimate for the US economy as a whole was $6,600 per 1-in-1000 chance of death

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Page 10: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

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Good News! Risks & Prices Can Explain High Levels of Drug Prices Circa 1990

• Caulkins, J.P. and Reuter, P., 1998. What price data tell us about drug markets. Journal of drug issues, 28(3), pp.593-612.

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Page 11: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

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Good News! Risks & Prices Can Explain High Levels of Drug Prices Circa 1990

5 Mark up from $1,500/kg in Colombia to $15,000/kg at import is 12% of $110/gm retail price

Value dealers’ time at $7 per hour ($14/hr in 2019 $)

Page 12: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

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Good News! Risks & Prices Can Explain High Levels of Drug Prices Circa 1990

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325,000 incarcerated at $43,500 compensation per year divided by $60B total sales

Reuter et al. (1990) estimate risks of violence ~1.4 times the risks of prison

Page 13: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

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Good News! Risks & Prices Can Explain High Levels of Drug Prices Circa 1990

5

325,000 incarcerated at $43,500 compensation per year divided by $60B total sales

Reuter et al. (1990) estimate risks of violence ~1.4 times the risks of prison

Structural consequences seem to account for less than 20% of retail price.

Page 14: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

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Bad News! Risks & Prices Cannot Explain Price Trends

5

0

100

200

300

400

500

1980 1984 1988 1992 1996 2000

Cocaine $/pure gram (divided by 2)

Meth $/pure gram (divided by 2)

Heroin $/pure gram (divided by 10)

Page 15: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

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Prices Collapsed in the US During the 1980s Expansion in Drug Enforcement

5

0

100

200

300

400

500

1980 1984 1988 1992 1996 2000

Drug Inmates (1000s)

Cocaine $/pure gram (divided by 2)

Meth $/pure gram (divided by 2)

Heroin $/pure gram (divided by 10)

Page 16: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

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Prices Collapsed in the US During the 1980s Expansion in Drug Enforcement

5

0

100

200

300

400

500

1980 1984 1988 1992 1996 2000

Drug Inmates (1000s)

Cocaine $/pure gram (divided by 2)

Meth $/pure gram (divided by 2)

Heroin $/pure gram (divided by 10)

Data series from Caulkins, J. and Chandler, S., 2011. Long-run trends in incarceration of drug offenders in the US. QNRS Repository, 2011(1), p.2168. See also Pollack, H.A. and Reuter, P., 2014. Does tougher enforcement make drugs more expensive?. Addiction, 109(12), pp.1959-1966.

Page 17: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Caveats

• US squanders a lot of imprisonment on people who are cheap to replace

• Risks and prices theory is about risk per market participant, not aggregate punishing

• Maybe prices would have fallen even faster in the absence of enforcement ramp up

– Kuziemko and Levitt (2004) An Empirical Analysis of Imprisoning Drug Offenders. JPE, 88, 2043-2066.

– Rydell et al. (1996) predict similar to K&L

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Page 18: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

#3: Lessons Drawn from Failure of Risks & Prices Theory Are Many

• Eschew long mandatory minimum sentences – Caulkins, J.P. and Reuter, P., 2017. Dealing more

effectively and humanely with illegal drugs. Crime and justice, 46(1), pp.95-158.

• Free law enforcement to mold market into less destructive forms – Caulkins, J. and Reuter, P., 2009. Towards a harm-

reduction approach to enforcement. Safer Communities, 8(1), pp.9-23.

• Hate all law enforcement

• Legalize drugs

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Page 19: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

#4: What Cannabis Legalization Says about Structural Consequences

• Note: Cannabis prices in the U.S. were never about risk compensation

– Not a very violent market

– Cannabis accounted for at most 10% of incarceration but 40-50% of retail market value

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Page 20: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

“Iron Law of Prohibition” is Wrong Potency Rose with Policy Liberalization

20 0%

5%

10%

15%

20%

25%

1985 1990 1995 2000 2005 2010 2015 2020

Washington State

Sinsemilla

All Types

Marijuana

And extracts are often 70% pure

Page 21: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Price Declines of Marijuana in WA State

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Retail price has fallen below $1 per hour of intoxication for a naïve user.

OR price fell from $9.27/gm in Jan ‘16 to $4.27/gm in Nov ‘18

Page 22: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Wholesale Price Declines

22

National spot index declines about 2.5% per month, compounded.

$600 per pound is less than $1 per joint

Page 23: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Production Costs Are Falling

$0

$500

$1,000

$1,500

$2,000

$2,500

$3,000

$3,500

$4,000

Cu

rre

nt

USD

pe

r P

ou

nd

<-- Projected cost with light regs and no taxes -->

<-- Quasi-legalization -->

<- Legal,regulated ->

<--- Prohibition

Page 24: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Simple Math of Legal Production

• Current retail cannabis price is ~$10 per gram

• Could production cost fall to ~$10 per pound?

– Cannabis yields ~1,000 pounds per acre

– Production cost for tomatoes is $10,000 per acre

– That’d be ~$0.02 per gm, or ~$0.01 - $0.02 per joint

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Long-run profitability requires getting consumers to pay much more than it costs to produce the product. Parallels with Starbucks & bottled water.

Page 25: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Structural Consequences Repealed When Prohibition Was Repealed

• Harness scale economies

– Continuous not batch production

• Extract cannabinoids outside of flowers

• Tap skilled horticulturalists

– Develop better strains

– Modern agricultural science approach

• Offer a variety of products

• Develop brands and market them

• Increase retail sales per sales-staff hour

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Page 26: Risks, Prices, & Structural Consequences of Product ... · Bad News! Risks & Prices Cannot Explain Price Trends 5 0 100 200 300 400 500 1980 1984 1988 1992 1996 2000 Cocaine $/pure

Conclusion

• CW: Risks & prices model failed for hard drugs

• New wisdom: Structural consequences were large for cannabis

• Policy implications

– Cannabis legalization is not just same old, same old but without the arrests. It will affect supply.

– Maybe (?) think about law enforcement & prohibition differently for hard drugs???

• Do least amount of enforcement necessary to keep people’s heads down & minimize collateral harm

• Don’t maximize pain inflicted on dealers

• And …? [insert your ideas here]

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