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HARVARD	UNIVERSITY
February	7th,	2017
Dr. Ory Zik, CEO
ory@greenometry.org
Think that climate
change is a threat to
civilization
Can estimate their carbon
footprint or the carbon
footprint of “anything”
Northeastern 40/40 0/40
MIT 25/25 1/25
Boston
University
93/93 0/93
Harvard 20/20 0/20
• We	must	engage	the	market
• The	market	needs	metrics
• We	have	to	fix	carbon	footprinting
What is Greenometry
A	social	enterprise	dedicated	to	enlisting	the	market	in	
mitigating	climate	change	through	a	simple,	quantitative,	
open-source	language	that	will	enable	everyone	to	know	the	
carbon	footprint	of	everything
Agenda
• Background	
• Enlisting	the	market
• Why	is	carbon	footprint	1.0	broken?
• How	does	it	work	and	how	to	fix	it?
• The	world	with	carbon	footprint	2.0
Estimated historical atmospheric CO2 concentration
16 of the last 17 years were the hottest on record
8
Source: The Telegraph
Stopping a dump ship: Greenpeace’sfirst action in Israel(1994)
5 years later the ship lost it’s ‘dumping’ licenseand was drowned
Solar thermal installationin InnerMongolia(2011)
Source: The Guardian
Hebei – China’sleadingsteel province
“Numbers,	Not	
Adjectives”	
Sir	David	J.	C.	MacKay	R.I.P	(1967-2016)
Agenda
• Background	
• Enlisting	the	market
• Why	is	carbon	footprint	1.0	broken?
• How	does	it	work	and	how	to	fix	it?
• The	world	with	carbon	footprint	2.0
15
PolicyReality
Policy is moving in the wrong direction
January 2017
We must enlist the most powerful force on the planet:
The global market
Source	of	original	graphics:	Jason	Clay,	WWF
Filmed	July	2010	at	TEDGlobal	2010
Jason	Clay:	How	big	brands	can	help	save	
biodiversity
6.9	billion	consumers
300-500	brands	
Control	70%	of	commodity	trade
Suppliers
To hold companiesaccountable,the entire market needs
accessto simple, actionablemetrics
Investors
17www.greenometry.org
Source:	Nielsen
But	don’t	know	what	is	“sustainable”?
The consumer
Sustainable and responsible investing in the U.S.
what	is	“sustainable	and	responsible”
How	is	it	measured	?
Nearlyall companiesreport their “sustainabilityperformance”
Impossible	to	hold	companies	accountable	without	metrics
CDP formerly the Carbon Disclosure Project
Progress
and yet:
Agenda
• Background	
• Enlisting	the	market
• Why	is	carbon	footprint	1.0	broken?
• How	does	it	work	and	how	to	fix	it?
• The	world	with	carbon	footprint	2.0
Academic publications
Public inquiries
Growing gap between ‘knowledge’ and inquiries
Source:	J.	M.	Turner;	Global	Environmental	Politics;	Vol.	14,	No.	1,	2014.
What makes a good metric?
• Simplicity	– estimations	and	
‘quantitative	intuition’	
Ø Consistency
Ø Practice
• Accuracy	– enable	a	‘race	to	the	top’	
– differentiating	similar	products	-
hold	companies	accountable
Source: discussion with Prof. Daniel Kahneman
Successful metrics
How many calories? What is the temperature?
Successful metrics
How many calories? What is the temperature?
Estimation	error	<30%
What is the carbon footprint of using one
gallon of gasoline ?
300 people estimated the carbon footprint of using
one gallon of gasoline
Source:	A.	Grinstein,	E.	Kodra,	S.	Sheldon	and	O.	Zik (manuscript)
300 people estimated the carbon footprint of using
one gallon of gasoline
Estimation	error	~	X	100	to	X	1,000
Source:	A.	Grinstein,	E.	Kodra,	S.	Sheldon	and	O.	Zik (manuscript)
The same results with 1000 participants
CO2estimationratioinagallonofgas
Car weightestimation ratio
Source:	S.	Chen,	A.	Grinstein,	E.	Kodra,	S.	Sheldon	and	O.	Zik (manuscript)
People cannotestimate carbonfootprint. Not even ‘roughly’
• 300%	difference	between	carbon	
footprint	calculators	using	the	same	data
• Organizations	target	~	30%	reductions	
while	the	carbon	footprint	calculation	
error	may	be	as	high	as	300%
Source:	Padgettet. al. Environmental ImpactAssessment
Review Vol 28, 2008
The consistency challenge
The result is a market led by anecdotes and disconnectednumbers
• Stop	paper	bank	statements
• Buy	from	companies	that	have	
sustainable	practices	
• Take	short	showers
29 kWh363 Wh/mi
0.3	gr	CO2	per	email
Even the best-intended organizations fail to
make progress
• Timberland:	an	award-winning	sustainability	leader
• Reduces	20%	of	4%	since	supply	chain	was	excluded
• Designed	a	label	in	kWh	with	no	impact	or	comparison
www.greenometry.org
Solar PV is one of the prime examples of
Sensitivity analysis
The carbon footprint of solar panels
http://cdn.zmescience.com/wp-
content/uploads/2016/11/DJI_0159-1.jpg
Tesla	converts	an	entire	island	of	American	Samoa	from	100%	diesel	to	100%	solar	energy	
source: ZME Science
• Not all placesare as simple asSamoa – where solar replacesdiesel
• In	most	places,	the	exiting	grid,	the	grid	and	the	manufacturing	site,	water	
and	land	play	a	role	in	the	carbon	impact	of	renewable	energy	investments
• Investors	have	metrics	to	analyze	financial	return,	but	not	social	return
Agenda
• Background	
• Enlisting	the	market
• Why	is	carbon	footprint	1.0	broken?
• How	does	it	work	and	how	to	fix	it?
• The	world	with	carbon	footprint	2.0
How carbon footprinting work
A	CO2 equivalent	metric
e.g.	kg	CO2-e
Conversion	factors	from	consumption	
to	a	CO2 equivalent
e.g.	kg	CO2-e	 per	kilowatt-hour
Consumption	 data
e.g.	kilowatt-hour
On-site	and	fleet		
(Scope	1)
Electricity	
(Scope	2)
Supply	chain
(Scope	3)
Water	&	land
(not	included)
What needs fixing
A	more	relatable	metric	
than	carbon	that	enable	
estimations	
Electricity	conversion	is	static,	
while	generation	is	dynamic	and	
location-dependent	
On-site	and	fleet		
(Scope	1)
Electricity	
(Scope	2)
Supply	chain
(Scope	3)
Water	&	land
(not	included)
Supply	chain	data	
and	allocation
Dynamic,	geospatial	
conversion	factors	for	
water	and	land-use
Why is so difficult?
Image:	Al	Gore’s	TED	talk
• Need	to	solve	the	reverse	problem:	given	consumption	 - calculate	the	inputs
• Insufficient	incentives	- “The	best	minds	of	my	generation	are	thinking	about	how	to	make	
people	click	ads...	That	sucks”	Data	Scientist	Jeff	Hammerbacher
What did Weight Watchers do?
p=points; c=calories; f=fat in grams and
r=dietary fiber in grams.
Calories	(c)			 Fat	(f)	 Fiber	(r)
Effective	metric
Conversion	factors
Consumption	data:
• Effective	metric	– simple,	consistent,	practiced
• Simple	analytics	because	‘success’	can	be	measured
Key differences between diet and carbon footprint
• Collective	consequences	lead	to	weak	incentives
• Cannot	measure
• Can	only	calculate	!
Carbon footprint 2.0: A universal metric and an
open source analytical platform
A	simple	universal	metric:	Energy	
Points	(EP)	similar	to
On-site	and	fleet		
(Scope	1)
Electricity	
(Scope	2)
Supply	chain
(Scope	3)
Water	&	land
(not	included)
EP	=	10	kg	CO2-e
~	gallon	of	gas	inc. refining	losses
Open	source	collaboration	to	build	
science-based	conversion	factors
The	‘Linux’	of	carbon	
footprinting	
Consumption	 data
How Greenometry improveselectricity(scope 2) GHG
conversionthrough network analysis
Source: E. Kodra, S. Sheldon, R. Dolan, O. Zik Environ. Sci. Technol., 2015, 49 (22), pp 13692–13698
The U.S. electricity grid as a supply network
Location, time and consumption (kWh) à
ß Technology mix and conversion to kg CO2 and EP
• Electricity	generation	is	location-
dependent	and	changes	in	minutes	
intervals
• The	current	scope	2	conversion	factors	
are	static	and	updated	on	an	annual	
cadence	(eGRID)
• Greenometry	improves	the	temporal	
resolution	to	monthly	or	hourly	
(depending	 on	location)	and	the	spatial	
resolution	from	24	to	138	regions
Analyzingthe Carbon Footprint of Solar Photovoltaic
• The	typical	efficiency	of	the	U.S.	grid	is	14		kilowatt-hour	per	EP	or	0.7	kgCO2	per	kilowatt-
hour.	The	low-end	efficiency	of	solar	panels	is	75	kilowatt-hour	per	EP	or	0.013	kgCO2	per	
kilowatt-hour.	Solar	is	~	5-10	times	better	than	the	grid
• The	efficiency	of	solar	depends	on	the	electricity	mix	at	the	manufacturing	site,	solar	
radiation,	electricity	mix	at	the	installation	site,	technology	etc
PV parameters (technology, location etc.) à
ß Conversion to kg CO2 and EP
• Water	is	a	growing	challenge	in	GHG	accounting	and	in	terms	of	the	actual	energy	
consumption	(carbon	footprint)	and	the	energy	risk	imposed	by	scarcity	
• Developed	a	methodology	to	map	to	carbon	intensity	through	the	conversion	of	energy	to	
carbon	(kgal per	kWh	X	kWh	per	kg	CO2)
Adding water to carbon footprint calculations
Source: S. Sheldonand O. Zik Water Scarcity – An energy Problem; ASME 2012
Location, time and consumption à
ß Conversion to kg CO2 and EP
Agenda
• Background	
• Enlisting	the	market
• Why	is	carbon	footprint	1.0	broken?
• How	does	it	work	and	how	to	fix	it?
• The	world	with	carbon	footprint	2.0
Dismiss numbers that do not move the dial
1	email	~	0.3	gr	CO2	per	~	0.0003	EP
The MPG of Tesla (in miles per EP)
• MPG	=	miles	per	EP	=	miles	per	10	kg	of	CO2-e
• Powered	by	Greenometry’s	 API	and	app
The carbon footprint of home energy control
• Home	energy	control	provides	kWh	reading
• Greenometry	provides	the	climate	context	through	EP	and	its	API	
• 1EP=	10	kg	CO2-e ~	1	gallon	of	gasoline
Image	source:	sense
29 kWh
The	carbon	footprint	of	a	sense	device	(in	EP)	@	29	kWh
Every household, company, school or city can have a
simple carbon budget – similar model to OPower
Source:	N.	Kulatilaka	and		O.	Zik	 The	Sustainability	Babelfish;	
Sustainability	Science Vol.	8	(2) pp 295–300 (2013)
105	EP
120	EP
200	EP
198	EP
A	typical	Monthly	Budget	in	EP	(1	EP	=	10	kg	CO2-e)
Source: grist
Better consumer choices
Source	of	life	cycle	data:	NIKE
Flyknit
(if	produced	
in	Portland)
2.1	EP
Flyknit	Fly
Waste
Flyknit	
Pegasus	
Flyknit
Energy Water
3.2	EP
2.7	EP
• The	values	are	estimated	for	demonstration,	 based	on	Nike’s	LCA	
• Requires	not	only	simplicity,	but	also	accuracy	- better	scope	3	data
The dependence of solar energy on technology and
location of manufacturingand installation
Carbon payback time
Sustainability reports
Source: Intel
• While	the	financial	metrics	are	standardized,	the	environmental	metrics	are	not	– difficult	to	
hold	companies	accountable
• For	example,	the	consumption	of	electricity	and	water	increased,	while	GHG	emissions	
“decreased”	due	to	counting	renewable	energy	credits
Multiple projects addressdifferent bottlenecksin the corporate
carbonfootprint ‘data value chain’
Collects	company’s	
consumption	data
Assigns	financial	values	
to	natural	resources	
Calculates	company’s	
carbon	reduction	share
Publish	the	GHG	protocol	
(conversion	factors)
Use	blockchain technology	
to	track	supply	chain	data
Focus	on	three	critical	components:	
1. Use	open-source	to	improve	the	conversion	 factors	of	electricity,	water	and	scope	3	(supply	 chain)	
2. Role	up	the	information	to	a	simple	unifying	metric	that	encourage	behavior	change	and	competition
3. Ensure	consistency	 across	domains	(consumers,	 financial,	technology	investments	etc.)	
Use	open	source	and	science	to	
build	carbon	footprint	2.0
30%
~ 70%
10 %
• We	must	engage	the	market
• The	market	needs	metrics
• We	have	to	fix	carbon	footprinting
Thank	you!
ory@greenometry.org

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