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The Maturation of LCA as a Basis for Sustainability 
Metrics Across the Organization 
Jon Dettling, Quantis @jondettling 
Cynthia Cummis, SASB @worldresources 
Greg Norris, Harvard 
Catherine Benoît, New Earth 
Elsa Olivetti, MIT 
Terry Swack, Sustainable Minds @sustainablemnds 
Susan Murphy, PE International @pe_experts 
Emmanuelle Aoustin, Quantis International @Quantis_intl 
Tom Gloria, Industrial Ecology Consultants @tgloria
Science-based target setting 
TAG // Stock-taking webinar // September 2014
Science-based target setting - refresher 
TAG // Stock-taking webinar // September 
2014 
To raise the ambition of corporate GHG reduction targets to support a 
transition to a low carbon economy and keep the planet below a 2 
degree temperature rise 
www.sciencebasedtargets.org 
goal 
Enable science-based GHG reduction targets to become standard 
business practice for businesses objective 
expecte 
doutcom 
es 
• By the end of 2015 a group of leading multinational companies 
will have set science-based emissions reduction targets. 
• This initiative will also demonstrate to policy-makers the scale of 
ambition among leading companies to reduce their emissions and 
act as a positive influence on international climate negotiations.
Science-based target setting -where we are 
TAG // Stock-taking webinar // September 
2014 
UNGC joins the 
initiative as 
outreach partner 
Initial Consultation 
Workshop 
(London) 
Jan Feb Mar Apr May Jun Jul Aug 
www.sciencebasedtargets.org 
Project Kick-off 
Commissioning of 
Ecofys as 
technical 
consultant 
Conformation of 
Technical 
Advisory Group 
TAG – 1st Webinar 
Introduction 
TAG – 2nd 
Webinar 
Methodological 
Principles 
TAG – 3rd Webinar 
Initial Feedback 
Round 
Initial Consultation 
Workshop 
(Washington D.C) 
Work on methodology report 
and outreach strategy
Science-based targe setting -overview 
TAG // Stock-taking webinar // September 
2014 
1. 2ºC scenario 2. Value-added approach 3. Sectoral 
Ca rbon Inte nsity 
(tCO2 / USD) 
2ºC Carbon Budget 
2010 2050 
decarbonisation 
approach 
www.sciencebasedtargets.org 
Global Emissions 
Time 
GDP 
2ºC emissions tra je ctory 
Ca rb on Inte nsity Sec tor i 
Carbon Intensity Sector j 
Ca rbon Intensity Sector k 
2ºC Ca rbon Budge t 
2010 2050 
Global Emissions 
Time 
In 2050, 41 to 72% lower emissions 
than in 2010. 10 – 18% per decade 
(compared to 2010) based on IPCC 
AR5 
Generic decarbonisation pathway 
based on 2ºC carbon budget and 
expected economic growth 
Sector-specific decarbonisation 
pathway based on 2ºC carbon 
budget, expected sector activity and 
mitigation potential
Sectoral decarbonisation approach (SDA) -Coverage 
TAG // Stock-taking webinar // September 
2014 
Services / Commerc ial buildings 
Other transport 
Aviation 
Rail passenger transport 
Heavy road passenger transport 
Light road passenger transport 
Other Industry 
Pulp & Paper 
Chemicals & Petrochemicals 
Aluminium 
Iron & Steel 
Cement 
Power generation 
www.sciencebasedtargets.org 
AFOLU, 24% 
Buildings, 6% 
Transport, 14% 
Industry, 21% 
Other energy, 
10% 
Elec tric ity and 
heat, 25% 
Agriculture soils 
Agriculture 
Land -use change 
Services / Commerc ial buildings 
Residenc ial buildings 
Other transport 
Aviation 
Rail passenger transport 
Heavy road passenger transport 
Light road passenger transport 
Other Industry 
Pulp & Paper 
Chemicals & Petrochemicals 
Aluminium 
Iron & Steel 
Cement 
Oil & Gas produc tion / Coal mining 
Energy industry, own use 
Heat 
Power generation 
IPCC Sectors	 Detailed Sectoral Breakdown	 
SDA Coverage	 
Ay 
About 60% of the global GHG 
emissions are covered by the 
SDA methodology. 
• Fossil fuel extraction and 
production not covered 
• Emissions from the 
residential sector (buildings) 
not covered 
• LULUCF emissions not 
covered (in version 1)
Handprinting of Benefits 
In Addition to 
Footprinting of Impacts 
24 September 2014 
Gregory A. Norris 
Co-Director, 
Sustainability and Health Initiative for NetPositive Enterprise 
Harvard School of Public Health
LCA Has Taught Us: 
Every product has a footprint. 
Many, in fact. 
CO2 
Water 
Toxics 
Biodiversity 
Slavery 
And more…
We produce, buy and use products every day…
You’ll NEVER get your footprint to Zero.
Footprints are Half of the Story.
We Also Have Handprints
NetPositive: 
Give More than You Take
Handprints: Built on an LCA Foundation 
 Same Impact Dimensions as Footprints 
– Environmental: Global warming, etc. 
– Social: Human rights, etc. 
 Supply Chain and Life Cycle Scope 
 Includes impacts outside your footprint 
 Footprint Perspective: Shared 
Responsibility: rife with “multi-counting” 
→ Nobody owns a Footprint 
 Handprint Perspective: Shared Credit 
→ Nobody owns a Handprint
A Handprint Means Changing BAU. 
What is Business as Usual? 
 For an Individual: 
Last year's consumption, 
repeated. 
 For a Business: 
Supplying this year's 
demand with last year's 
production and products.
Step 1: Reduce Your Footprint 
 Pro's 
 Nobody better than you to do it 
 Learn about footprint reduction 
 Wisdom of the ages recommended 
 e.g., “charity begins at home”, etc. 
 Con's 
 Limited by the size of your footprint 
 Generally faces diminishing returns
Your footprint 
Humanity's 
Footprint 
Don't constrain the good you can do 
by the harm you're currently causing
Step 2: Help Anyone/Everyone 
Reduce Theirs! 
 Pro's 
 Much bigger sandbox 
 More more low-hanging fruit 
 Wisdom of the ages recommends 
 E.g., “don't hide it under a bushel...” 
Your footprint 
Humanity's 
Footprint
Step 3: Think Outside the Foot 
Restorative / generative action is unbounded. 
What Else is possible? 
Everyone's Footprint 
Your 
Footprint 
 Clean up a beach, Plant a tree, 
Build a playground or school
http://www.chgeharvard.org/SHINE
Taking LCA into the social sustainability space 
September 24 2014 – Sustainable Brands 
Catherine Benoit Norris VP Social Sustainability New Earth
Supply Chain Risks 
 Prevalence of issues and exploitation 
of workers is getting worse not better 
(Impactt, 2013) 
 Increase in trade of intermediary 
inputs (WEF, 2012, WTO, 2013) 
 Fires and building collapses in 
Bangladesh garment factories in past 
two years highlight how exposed 
companies are to labor and human 
rights risks. Companies from all 
sectors have specific risks to 
manage based on their supply 
chain geography and their 
sourcing of inputs.
Invitations and Requirements to Manage and 
Report Supply Chain Risks 
 UN Business and Human Rights (Ruggie) Framework – Requiring 
Human Rights Due Diligence 
 GRI G4 - reporting - Introducing the reporting on supply chain significant 
and potential negative Labour Rights and Human rights Impacts 
 DJSI - ESG rating (Formalized process to identify supply chains 
sustainability Risks) 
 ISO 26000 - Management - Due diligence and promoting SR in Value Chain 
 California Transparency Act - Disclosing efforts to prevent, stop and 
mitigate child and forced labour in supply chain 
 Dodd Franck Act/ Conflict minerals - Presence of conflict minerals in 
products and reasonable country of origin inquiry to understand and 
disclose aspects of the minerals in their supply chain
LCA = Methods + Models + Data
Social LCA Methods 
Why are methods needed? 
To enable the assessment of risks and performances throughout 
the value chain 
Social LCA requires its own Life Cycle Inventory and Impact 
Assessment methods. 
Dynamic field with multiple methods published in LCA journals 
Initiatives providing multistakeholder or targeted stakeholder input
Social LCA Models 
Why are models needed? 
To inform about the supply chain activities, linkages and location 
Social LCA require geographic location information: 
•Global IO models (WIOD, GTAP, Exiopol) 
•Model including higher number of countries: GTAP
Social LCA Data 
Why are data needed? 
To support assessments by providing generic and site-specific 
information that will allow to identify hotspots and assess 
performances 
Social LCA requires its own data 
First comprehensive Social LCA data source: 
Can be used in Sima Pro – Open LCA and is being 
tested in GaBi
Socially Extending Environmental LCAs 
 Process LCA: 
 Augment foreground processes with worker-hours 
per unit of output 
 Link foreground processes to SHDB 
for life cycle social risk assessment 
Process 
SHDB 
 Input/Output LCA: 
 Convert from original sectors 
(e.g., NAICS, ISIC) to GTAP
Labor Rights 
and Decent 
Work 
Human Rights Health and Governance 
safety 
Community 
Social Hotspots Database 
Applying LCA methods integrating social impacts enables capturing the full spectrum 
of sustainability issues across the full value chain 
Categorie 
s 
Themes 
Freedom of Association 
Child Labor 
Forced Labor 
Excessive working time 
Wage Assessment 
Poverty 
Migrant labor 
Unemployment 
Labor Laws 
Indigenous Rights 
High Conflicts 
Gender Equity 
Human Health 
Issues 
Injuries and Fatalities 
Toxics and Hazards 
Legal System 
Corruption 
Hospital Beds 
Drinking Water 
Sanitation 
Children Out of 
School 
Smallholder vs 
Commercial Farms
Some of the SHDB users
Used SHDB to study supply chains, and compared results with 
simpler “country-of-origin-based” assessment. 
“Our analysis underscores the importance of a life cycle-based 
approach to understanding and managing social 
risk in support of policies for socially sustainable 
development.”
Social LCA in education 
ENVR E-153 Social Responsibility in Product Supply Chains 
A semester long distance and on-campus class designed for students to 
develop the necessary skills to conduct Social Life Cycle Assessment 
•Social LCA becoming part of many LCA/ sustainable manufacturing/ 
design classes 
•International Life Cycle Academy (Barcelona) offers 3 days on-site 
course 
•New Earth offers 2 days online course
Thank you! 
New Earth – Social Hotspots Database project 
catherine@socialhotspot.org 
www.socialhotspot.org
Slide 34 
Streamlined Assessment of Electrical 
and Electronic Products: 
Development of a Product Attribute to 
Impact Algorithm (PAIA) Method 
Elsa Olivetti, Natalia Duque Ciceri, Lynn Reis, Melissa Zgola, 
Siamrut Patanavanich, Huabo Duan, Randolph Kirchain 
Project manager: Suzanne Greene 
Materials Systems Laboratory 
Massachusetts Institute of Technology 
Engineering Systems Division
Product Attribute to Impact Algorithm (PAIA): 
The Basic PAIA Concept 
SliSdleid 3e5 35 
Inputs Results 
Product Type 
Attributes 
Notebook 
15 “ Screen 
250 GB Hard drive 
Number of ports 
… 
• Minimum user input, attributes which are 
– Important 
• Significant effect on results 
• Viewed as critical by stakeholder 
– Knowable (Measurable at “low” cost) 
Type 
Laptop 
Class 
15 “ Screen 
250 GB 
Hard drive 
6 Layer 
PWB 
… 
Product Type 
Impacts 
MJ Energy 
Kg CO2 
Gal H2O 
… 
Product Attribute to 
Impact Algorithm
SliSdleid 3e6 36 
Realizing Quantitative Streamlined LCA: 
Tradeoff between Comprehensiveness and 
Specificity 
Comprehensiveness 
Specificity 
Idealized 
Goal 
Results precise 
Resource intensive 
Omissions 
indefensible 
Results accurate 
Targeted resources 
Significant 
uncertainty 
Scree 
ning
SliSdleid 3e7 37 
Realizing Quantitative Streamlined LCA: 
Even with high uncertainty, targeted data & input meets goal 
Comprehensive, 
uncertain 
assessment 
Comprehensive, 
uncertain 
assessment 
Comprehensive, 
uncertain 
assessment 
Printed 
wiring 
boards 
Capacitors 
Bulb 
technology 
Data Refinement Priorities 
Uncertainty in Result 
Sufficiency 
Specificity 
Initial 
Result 
Targeted Data 
Refinement 
Targeted User Input
Slide 38 
Example of Screening Approach: 
Run analyses with more generalized category 
Cast 
Iron 
Increased Variation 
Massachusetts Institute of Technology 
Engineering Systems Division 
Olivetti, 2013 
Level 
1 
Level 2 Level 3 
Iron 
Cast 
Iron 
Cast Iron 
Cast Iron 
Sand 
Casted Iron 
Pig Iron Pig Iron 
Iron 
Increased Specificity and Cost 
Level 5 Level 4 Level 3
Comprehensive Probabilistic Screening: 
Analysis breakdown by LC phase 
SliSdleid 3e9 39 
95% of statistical trials indicate that 
90% of the impact attributed to 
* transport phase Matls & Mfg and Use phase
Comprehensive Probabilistic Screening: 
Analysis of Components (Matls & Mfg.) 
SliSdleid 4e0 40 
95% of trials indicate that 75% 
of the impact attributed to 
LCD, Mainboard, and Chassis
Slide 41 
Developing Attribute to Impact Algorithms 
Estimating Printed Wiring Board Area 
Area Thickness RAM HDMI 
Product Attributes 
Massachusetts Institute of Technology 
Engineering Systems Division
Slide 42 
Tablet tool example 
Massachusetts Institute of Technology 
Engineering Systems Division
Slide 43 
Evaluating Model Performance 
How good is good enough? 
Massachusetts Institute of Technology 
Engineering Systems Division 
Probability density A 
Probability density B 
Example: 
FS = 10% 
μ GWP (kgCO2e) A μB 
Probability 
FS 
FS = False 
Signal Rate
www.SustainableBrands.com

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The Maturation of LCA as a Basis for Sustainability Metrics across the Organization

  • 1. The Maturation of LCA as a Basis for Sustainability Metrics Across the Organization Jon Dettling, Quantis @jondettling Cynthia Cummis, SASB @worldresources Greg Norris, Harvard Catherine Benoît, New Earth Elsa Olivetti, MIT Terry Swack, Sustainable Minds @sustainablemnds Susan Murphy, PE International @pe_experts Emmanuelle Aoustin, Quantis International @Quantis_intl Tom Gloria, Industrial Ecology Consultants @tgloria
  • 2. Science-based target setting TAG // Stock-taking webinar // September 2014
  • 3. Science-based target setting - refresher TAG // Stock-taking webinar // September 2014 To raise the ambition of corporate GHG reduction targets to support a transition to a low carbon economy and keep the planet below a 2 degree temperature rise www.sciencebasedtargets.org goal Enable science-based GHG reduction targets to become standard business practice for businesses objective expecte doutcom es • By the end of 2015 a group of leading multinational companies will have set science-based emissions reduction targets. • This initiative will also demonstrate to policy-makers the scale of ambition among leading companies to reduce their emissions and act as a positive influence on international climate negotiations.
  • 4. Science-based target setting -where we are TAG // Stock-taking webinar // September 2014 UNGC joins the initiative as outreach partner Initial Consultation Workshop (London) Jan Feb Mar Apr May Jun Jul Aug www.sciencebasedtargets.org Project Kick-off Commissioning of Ecofys as technical consultant Conformation of Technical Advisory Group TAG – 1st Webinar Introduction TAG – 2nd Webinar Methodological Principles TAG – 3rd Webinar Initial Feedback Round Initial Consultation Workshop (Washington D.C) Work on methodology report and outreach strategy
  • 5. Science-based targe setting -overview TAG // Stock-taking webinar // September 2014 1. 2ºC scenario 2. Value-added approach 3. Sectoral Ca rbon Inte nsity (tCO2 / USD) 2ºC Carbon Budget 2010 2050 decarbonisation approach www.sciencebasedtargets.org Global Emissions Time GDP 2ºC emissions tra je ctory Ca rb on Inte nsity Sec tor i Carbon Intensity Sector j Ca rbon Intensity Sector k 2ºC Ca rbon Budge t 2010 2050 Global Emissions Time In 2050, 41 to 72% lower emissions than in 2010. 10 – 18% per decade (compared to 2010) based on IPCC AR5 Generic decarbonisation pathway based on 2ºC carbon budget and expected economic growth Sector-specific decarbonisation pathway based on 2ºC carbon budget, expected sector activity and mitigation potential
  • 6. Sectoral decarbonisation approach (SDA) -Coverage TAG // Stock-taking webinar // September 2014 Services / Commerc ial buildings Other transport Aviation Rail passenger transport Heavy road passenger transport Light road passenger transport Other Industry Pulp & Paper Chemicals & Petrochemicals Aluminium Iron & Steel Cement Power generation www.sciencebasedtargets.org AFOLU, 24% Buildings, 6% Transport, 14% Industry, 21% Other energy, 10% Elec tric ity and heat, 25% Agriculture soils Agriculture Land -use change Services / Commerc ial buildings Residenc ial buildings Other transport Aviation Rail passenger transport Heavy road passenger transport Light road passenger transport Other Industry Pulp & Paper Chemicals & Petrochemicals Aluminium Iron & Steel Cement Oil & Gas produc tion / Coal mining Energy industry, own use Heat Power generation IPCC Sectors Detailed Sectoral Breakdown SDA Coverage Ay About 60% of the global GHG emissions are covered by the SDA methodology. • Fossil fuel extraction and production not covered • Emissions from the residential sector (buildings) not covered • LULUCF emissions not covered (in version 1)
  • 7. Handprinting of Benefits In Addition to Footprinting of Impacts 24 September 2014 Gregory A. Norris Co-Director, Sustainability and Health Initiative for NetPositive Enterprise Harvard School of Public Health
  • 8. LCA Has Taught Us: Every product has a footprint. Many, in fact. CO2 Water Toxics Biodiversity Slavery And more…
  • 9. We produce, buy and use products every day…
  • 10. You’ll NEVER get your footprint to Zero.
  • 11. Footprints are Half of the Story.
  • 12. We Also Have Handprints
  • 13. NetPositive: Give More than You Take
  • 14. Handprints: Built on an LCA Foundation  Same Impact Dimensions as Footprints – Environmental: Global warming, etc. – Social: Human rights, etc.  Supply Chain and Life Cycle Scope  Includes impacts outside your footprint  Footprint Perspective: Shared Responsibility: rife with “multi-counting” → Nobody owns a Footprint  Handprint Perspective: Shared Credit → Nobody owns a Handprint
  • 15. A Handprint Means Changing BAU. What is Business as Usual?  For an Individual: Last year's consumption, repeated.  For a Business: Supplying this year's demand with last year's production and products.
  • 16. Step 1: Reduce Your Footprint  Pro's  Nobody better than you to do it  Learn about footprint reduction  Wisdom of the ages recommended  e.g., “charity begins at home”, etc.  Con's  Limited by the size of your footprint  Generally faces diminishing returns
  • 17. Your footprint Humanity's Footprint Don't constrain the good you can do by the harm you're currently causing
  • 18. Step 2: Help Anyone/Everyone Reduce Theirs!  Pro's  Much bigger sandbox  More more low-hanging fruit  Wisdom of the ages recommends  E.g., “don't hide it under a bushel...” Your footprint Humanity's Footprint
  • 19. Step 3: Think Outside the Foot Restorative / generative action is unbounded. What Else is possible? Everyone's Footprint Your Footprint  Clean up a beach, Plant a tree, Build a playground or school
  • 21. Taking LCA into the social sustainability space September 24 2014 – Sustainable Brands Catherine Benoit Norris VP Social Sustainability New Earth
  • 22. Supply Chain Risks  Prevalence of issues and exploitation of workers is getting worse not better (Impactt, 2013)  Increase in trade of intermediary inputs (WEF, 2012, WTO, 2013)  Fires and building collapses in Bangladesh garment factories in past two years highlight how exposed companies are to labor and human rights risks. Companies from all sectors have specific risks to manage based on their supply chain geography and their sourcing of inputs.
  • 23. Invitations and Requirements to Manage and Report Supply Chain Risks  UN Business and Human Rights (Ruggie) Framework – Requiring Human Rights Due Diligence  GRI G4 - reporting - Introducing the reporting on supply chain significant and potential negative Labour Rights and Human rights Impacts  DJSI - ESG rating (Formalized process to identify supply chains sustainability Risks)  ISO 26000 - Management - Due diligence and promoting SR in Value Chain  California Transparency Act - Disclosing efforts to prevent, stop and mitigate child and forced labour in supply chain  Dodd Franck Act/ Conflict minerals - Presence of conflict minerals in products and reasonable country of origin inquiry to understand and disclose aspects of the minerals in their supply chain
  • 24. LCA = Methods + Models + Data
  • 25. Social LCA Methods Why are methods needed? To enable the assessment of risks and performances throughout the value chain Social LCA requires its own Life Cycle Inventory and Impact Assessment methods. Dynamic field with multiple methods published in LCA journals Initiatives providing multistakeholder or targeted stakeholder input
  • 26. Social LCA Models Why are models needed? To inform about the supply chain activities, linkages and location Social LCA require geographic location information: •Global IO models (WIOD, GTAP, Exiopol) •Model including higher number of countries: GTAP
  • 27. Social LCA Data Why are data needed? To support assessments by providing generic and site-specific information that will allow to identify hotspots and assess performances Social LCA requires its own data First comprehensive Social LCA data source: Can be used in Sima Pro – Open LCA and is being tested in GaBi
  • 28. Socially Extending Environmental LCAs  Process LCA:  Augment foreground processes with worker-hours per unit of output  Link foreground processes to SHDB for life cycle social risk assessment Process SHDB  Input/Output LCA:  Convert from original sectors (e.g., NAICS, ISIC) to GTAP
  • 29. Labor Rights and Decent Work Human Rights Health and Governance safety Community Social Hotspots Database Applying LCA methods integrating social impacts enables capturing the full spectrum of sustainability issues across the full value chain Categorie s Themes Freedom of Association Child Labor Forced Labor Excessive working time Wage Assessment Poverty Migrant labor Unemployment Labor Laws Indigenous Rights High Conflicts Gender Equity Human Health Issues Injuries and Fatalities Toxics and Hazards Legal System Corruption Hospital Beds Drinking Water Sanitation Children Out of School Smallholder vs Commercial Farms
  • 30. Some of the SHDB users
  • 31. Used SHDB to study supply chains, and compared results with simpler “country-of-origin-based” assessment. “Our analysis underscores the importance of a life cycle-based approach to understanding and managing social risk in support of policies for socially sustainable development.”
  • 32. Social LCA in education ENVR E-153 Social Responsibility in Product Supply Chains A semester long distance and on-campus class designed for students to develop the necessary skills to conduct Social Life Cycle Assessment •Social LCA becoming part of many LCA/ sustainable manufacturing/ design classes •International Life Cycle Academy (Barcelona) offers 3 days on-site course •New Earth offers 2 days online course
  • 33. Thank you! New Earth – Social Hotspots Database project catherine@socialhotspot.org www.socialhotspot.org
  • 34. Slide 34 Streamlined Assessment of Electrical and Electronic Products: Development of a Product Attribute to Impact Algorithm (PAIA) Method Elsa Olivetti, Natalia Duque Ciceri, Lynn Reis, Melissa Zgola, Siamrut Patanavanich, Huabo Duan, Randolph Kirchain Project manager: Suzanne Greene Materials Systems Laboratory Massachusetts Institute of Technology Engineering Systems Division
  • 35. Product Attribute to Impact Algorithm (PAIA): The Basic PAIA Concept SliSdleid 3e5 35 Inputs Results Product Type Attributes Notebook 15 “ Screen 250 GB Hard drive Number of ports … • Minimum user input, attributes which are – Important • Significant effect on results • Viewed as critical by stakeholder – Knowable (Measurable at “low” cost) Type Laptop Class 15 “ Screen 250 GB Hard drive 6 Layer PWB … Product Type Impacts MJ Energy Kg CO2 Gal H2O … Product Attribute to Impact Algorithm
  • 36. SliSdleid 3e6 36 Realizing Quantitative Streamlined LCA: Tradeoff between Comprehensiveness and Specificity Comprehensiveness Specificity Idealized Goal Results precise Resource intensive Omissions indefensible Results accurate Targeted resources Significant uncertainty Scree ning
  • 37. SliSdleid 3e7 37 Realizing Quantitative Streamlined LCA: Even with high uncertainty, targeted data & input meets goal Comprehensive, uncertain assessment Comprehensive, uncertain assessment Comprehensive, uncertain assessment Printed wiring boards Capacitors Bulb technology Data Refinement Priorities Uncertainty in Result Sufficiency Specificity Initial Result Targeted Data Refinement Targeted User Input
  • 38. Slide 38 Example of Screening Approach: Run analyses with more generalized category Cast Iron Increased Variation Massachusetts Institute of Technology Engineering Systems Division Olivetti, 2013 Level 1 Level 2 Level 3 Iron Cast Iron Cast Iron Cast Iron Sand Casted Iron Pig Iron Pig Iron Iron Increased Specificity and Cost Level 5 Level 4 Level 3
  • 39. Comprehensive Probabilistic Screening: Analysis breakdown by LC phase SliSdleid 3e9 39 95% of statistical trials indicate that 90% of the impact attributed to * transport phase Matls & Mfg and Use phase
  • 40. Comprehensive Probabilistic Screening: Analysis of Components (Matls & Mfg.) SliSdleid 4e0 40 95% of trials indicate that 75% of the impact attributed to LCD, Mainboard, and Chassis
  • 41. Slide 41 Developing Attribute to Impact Algorithms Estimating Printed Wiring Board Area Area Thickness RAM HDMI Product Attributes Massachusetts Institute of Technology Engineering Systems Division
  • 42. Slide 42 Tablet tool example Massachusetts Institute of Technology Engineering Systems Division
  • 43. Slide 43 Evaluating Model Performance How good is good enough? Massachusetts Institute of Technology Engineering Systems Division Probability density A Probability density B Example: FS = 10% μ GWP (kgCO2e) A μB Probability FS FS = False Signal Rate