SlideShare ist ein Scribd-Unternehmen logo
1 von 31
RECYCLING!
Jared	
  Starr	
  
University	
  of	
  Massachuse2s	
  Amherst	
  
	
  
in!
1	
  
Massachusetts!
Communities!
2	
  
3	
  
4	
  
5	
  
6	
  
Municipal Solid Waste!
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
7	
  
8	
  
9	
  
10	
  
WASTE MANAGEMENT HIERARCY!
Source	
  ReducCons	
  &	
  Reuse	
  
Recycling	
  /	
  
ComposCng	
  
Energy	
  
Recovery	
  
Treatment	
  &	
  
Disposal	
  
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
11	
  Source:	
  EPA	
  2011	
  
WASTE MANAGEMENT HIERARCY!
Source	
  ReducCons	
  &	
  Reuse	
  1.3	
  %	
  
Recycling	
  /	
  ComposCng	
  
33.7%	
  
Energy	
  Recovery	
  11.4%	
  
Treatment	
  &	
  Disposal	
  
53.6%	
  
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
12	
  Source:	
  EPA	
  2011	
  
13	
  Source:	
  EPA	
  2009	
  and	
  MA	
  DEP	
  
16.0%	
  
25.7%	
  
28.5%	
  
31.4%	
  
33.8%	
  
10.0%	
  
31.1%	
  
33.8%	
  
35.4%	
   34.4%	
  
0.0%	
  
10.0%	
  
20.0%	
  
30.0%	
  
40.0%	
  
50.0%	
  
60.0%	
  
1990	
   1995	
   2000	
   2005	
   2009	
  
Recycling	
  Rate	
  
(total	
  recycled	
  /	
  tons	
  trash	
  +	
  tons	
  recycled	
  
Year	
  
MSW	
  Recycling	
  Rates	
  (1990	
  to	
  2009)	
  
NaConal	
  Recycling	
  Rate	
   Massachuse2s	
  Recycling	
  Rate	
  
 	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
Recycling!AS A!
Solution!
Recycling	
  Rate	
  =	
  tons	
  recycled/total	
  recycled	
  +	
  trashed	
  
• 	
  flexible	
  for	
  comparison	
  
Benefits	
  of	
  using	
  rate:	
  
• 	
  easily	
  communicated	
  
• 	
  show	
  trends	
  
14	
  
What drives rates?!
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
RECYCLING	
  
RATE	
  
Social/
Economic	
  
SpaCal	
  
Program	
  
Convenience	
  
Program	
  
Cost	
  
15	
  
METHODS!
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
16	
  
 	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
Exploratory Analysis!
17	
  R	
  StaCsCcal	
  CompuCng	
  So^ware,	
  Excel,	
  and	
  StatPlus	
  used	
  for	
  exploratory	
  analysis	
  
 	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
Multiple Linear Regression!
R	
  StaCsCcal	
  CompuCng	
  So^ware	
  used	
  for	
  analysis	
  	
  
 	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
Stepwise Model Selection!
19	
  R	
  StaCsCcal	
  CompuCng	
  So^ware	
  used	
  for	
  analysis	
  	
  
 	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
Interpreting Variables Effects!
20	
  R	
  StaCsCcal	
  CompuCng	
  So^ware	
  used	
  for	
  analysis	
  	
  
RESULTS!
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
21	
  
VARIABLE	
   EFFECT	
  ON	
  RECYCLING	
  RATE	
   #	
  OF	
  YEARS	
  SIGNIFICANT	
  
All	
  PosiPve	
  Effects	
  
Pay	
  As	
  You	
  Throw	
   ≈	
  10%	
  	
   13	
  
EducaCon	
   ≈	
  0.4%	
   13	
  
Age	
   ≈	
  0.4%	
   7	
  
Mandatory	
   ≈	
  4%	
   2	
  
RESULTS!
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
22	
  
VARIABLE	
   EFFECT	
  ON	
  RECYCLING	
  RATE	
   #	
  OF	
  YEARS	
  SIGNIFICANT	
  
All	
  NegaPve	
  Effects	
  
PoliCcal	
   ≈	
  1.5%	
   8	
  
Region	
  (North)	
   ≈	
  10%	
  	
   8	
  
Region	
  (South)	
   ≈	
  6%	
   7	
  
Persons/Household	
   ≈	
  7%	
   7	
  
Region	
  (Central)	
   ≈	
  7%	
   5	
  
SubscripCon	
   ≈	
  9%	
   4	
  
RESULTS!
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
23	
  
VARIABLE	
   EFFECT	
  ON	
  RECYCLING	
  RATE	
   #	
  OF	
  YEARS	
  SIGNIFICANT	
  
Mixed	
  PosiPve	
  Effects	
  
Curbside	
  Pickup	
   ≈	
  5%	
   6	
  
Density	
  (log)	
   ≈	
  0.02%	
   2	
  
Unemployment	
   ≈	
  0.9%	
   1	
  
Mixed	
  NegaPve	
  Effects	
  
Unemployment	
   ≈	
  0.9%	
   3	
  
Density	
  (log)	
   ≈	
  0.02%	
   3	
  
Curbside	
  Pickup	
   ≈	
  6%	
   1	
  
RESULTS!
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
24	
  
0
1
2
3
0.00 0.25 0.50 0.75
Recycling Rate
Density
payt
NO PAYT
PAYT
Distribution of Recycling Rate by PAYT 2000 − 2008
RESULTS!
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
25	
  
0
1
2
3
0.00 0.25 0.50 0.75
Recycling Rate
Density
region
Central
North East
South East
West
Distribution of Recycling Rate by Region 2000 − 2008
What	
  factors	
  do	
  NOT	
  seem	
  significant:	
  
•  Single	
  Stream	
  
•  Income	
  
•  Mandatory	
  Recycling	
  
	
  
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
26	
  
Policy Recommendations!
 	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
Policy Recommendations!
27	
  
?	
  
 	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
Policy Recommendations!
	
  
Commonwealth	
  of	
  MassachuseWs	
  Municipal	
  
Solid	
  Waste	
  Master	
  Plan	
  2010:	
  
	
  
“Increase	
  the	
  popula0on	
  served	
  by	
  Pay	
  As	
  You	
  
Throw	
  to	
  50%	
  of	
  the	
  state’s	
  popula0on	
  by	
  2020	
  
(currently	
  at	
  24%)”	
  (page	
  24)	
  
28	
  
 	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
Next Steps!
29	
  
Dr.	
  Craig	
  Nicolson	
  
Department	
  of	
  Environmental	
  ProtecCon	
  
University	
  of	
  Massachuse2s	
  Amherst	
  
Acknowledgments!
	
  	
  	
  	
  	
  	
  	
  Big	
  Picture	
  	
  	
  	
  	
  	
  History	
  of	
  Waste	
  	
  	
  	
  	
  	
  My	
  Study	
  	
  	
  	
  	
  	
  RecommendaCons	
  	
  
30	
  
QuesPons?	
  
31	
  

Weitere ähnliche Inhalte

Ähnlich wie Jaredstarrmasccc2014

A case for change transforming solid waste mangement in nova scotia
A case for change   transforming solid waste mangement in nova scotiaA case for change   transforming solid waste mangement in nova scotia
A case for change transforming solid waste mangement in nova scotiaGord Helm
 
Kab behavior change mass recycles 2015 presentation final 3.23.15
Kab behavior change mass recycles 2015 presentation  final 3.23.15Kab behavior change mass recycles 2015 presentation  final 3.23.15
Kab behavior change mass recycles 2015 presentation final 3.23.15MassRecycle
 
Evaluating a Propensity Score Adjustment for Combining Probability and Non-Pr...
Evaluating a Propensity Score Adjustment for Combining Probability and Non-Pr...Evaluating a Propensity Score Adjustment for Combining Probability and Non-Pr...
Evaluating a Propensity Score Adjustment for Combining Probability and Non-Pr...ICF
 
1 water demand and source.pptx
1 water demand and source.pptx1 water demand and source.pptx
1 water demand and source.pptxDr. Manoj Garg
 
Regenerative Building Design
Regenerative Building DesignRegenerative Building Design
Regenerative Building Designcolinro
 
RELi and Climate Ready DC
RELi and Climate Ready DCRELi and Climate Ready DC
RELi and Climate Ready DCjuliekannai
 
Waste management project proposal for sri lanka
Waste management project proposal for sri lankaWaste management project proposal for sri lanka
Waste management project proposal for sri lankaLahiru Dilshan
 
Improvements of hydrologic and water quality models motivated by ceap
Improvements of hydrologic and water quality models motivated by ceapImprovements of hydrologic and water quality models motivated by ceap
Improvements of hydrologic and water quality models motivated by ceapSoil and Water Conservation Society
 
Presentation and evaluation of early model outputs of use cases for iterative...
Presentation and evaluation of early model outputs of use cases for iterative...Presentation and evaluation of early model outputs of use cases for iterative...
Presentation and evaluation of early model outputs of use cases for iterative...Ecological Sequestration Trust
 
The Toolbox for Clean Water Construction
The Toolbox for Clean Water ConstructionThe Toolbox for Clean Water Construction
The Toolbox for Clean Water ConstructionBuzzards Bay Coalition
 
BESTFinalReport
BESTFinalReportBESTFinalReport
BESTFinalReportEvan Crall
 
2016 R3 Susan Cascino
2016 R3 Susan Cascino2016 R3 Susan Cascino
2016 R3 Susan CascinoMassRecycle .
 
Emiko Thompson - Case Studies in Environmental Stewardship
Emiko Thompson - Case Studies in Environmental StewardshipEmiko Thompson - Case Studies in Environmental Stewardship
Emiko Thompson - Case Studies in Environmental StewardshipContract Cities
 

Ähnlich wie Jaredstarrmasccc2014 (20)

Recycling Rate Goals
Recycling Rate GoalsRecycling Rate Goals
Recycling Rate Goals
 
A case for change transforming solid waste mangement in nova scotia
A case for change   transforming solid waste mangement in nova scotiaA case for change   transforming solid waste mangement in nova scotia
A case for change transforming solid waste mangement in nova scotia
 
Kab behavior change mass recycles 2015 presentation final 3.23.15
Kab behavior change mass recycles 2015 presentation  final 3.23.15Kab behavior change mass recycles 2015 presentation  final 3.23.15
Kab behavior change mass recycles 2015 presentation final 3.23.15
 
Evaluating a Propensity Score Adjustment for Combining Probability and Non-Pr...
Evaluating a Propensity Score Adjustment for Combining Probability and Non-Pr...Evaluating a Propensity Score Adjustment for Combining Probability and Non-Pr...
Evaluating a Propensity Score Adjustment for Combining Probability and Non-Pr...
 
1 water demand and source.pptx
1 water demand and source.pptx1 water demand and source.pptx
1 water demand and source.pptx
 
Regenerative Building Design
Regenerative Building DesignRegenerative Building Design
Regenerative Building Design
 
RELi and Climate Ready DC
RELi and Climate Ready DCRELi and Climate Ready DC
RELi and Climate Ready DC
 
Solid waste mapd 2012
Solid waste mapd 2012Solid waste mapd 2012
Solid waste mapd 2012
 
Solid Waste Strategies: Maximizing Diversion
Solid Waste Strategies: Maximizing DiversionSolid Waste Strategies: Maximizing Diversion
Solid Waste Strategies: Maximizing Diversion
 
Lars johansson
Lars johanssonLars johansson
Lars johansson
 
Waste management project proposal for sri lanka
Waste management project proposal for sri lankaWaste management project proposal for sri lanka
Waste management project proposal for sri lanka
 
Improvements of hydrologic and water quality models motivated by ceap
Improvements of hydrologic and water quality models motivated by ceapImprovements of hydrologic and water quality models motivated by ceap
Improvements of hydrologic and water quality models motivated by ceap
 
Developing a Measurement and Evaluation Plan for RCPP
Developing a Measurement and Evaluation Plan for RCPPDeveloping a Measurement and Evaluation Plan for RCPP
Developing a Measurement and Evaluation Plan for RCPP
 
Presentation and evaluation of early model outputs of use cases for iterative...
Presentation and evaluation of early model outputs of use cases for iterative...Presentation and evaluation of early model outputs of use cases for iterative...
Presentation and evaluation of early model outputs of use cases for iterative...
 
Lean & Green at Local Restaurants
Lean & Green at Local RestaurantsLean & Green at Local Restaurants
Lean & Green at Local Restaurants
 
The Toolbox for Clean Water Construction
The Toolbox for Clean Water ConstructionThe Toolbox for Clean Water Construction
The Toolbox for Clean Water Construction
 
BESTFinalReport
BESTFinalReportBESTFinalReport
BESTFinalReport
 
2016 R3 Susan Cascino
2016 R3 Susan Cascino2016 R3 Susan Cascino
2016 R3 Susan Cascino
 
Korteling 7558
Korteling 7558Korteling 7558
Korteling 7558
 
Emiko Thompson - Case Studies in Environmental Stewardship
Emiko Thompson - Case Studies in Environmental StewardshipEmiko Thompson - Case Studies in Environmental Stewardship
Emiko Thompson - Case Studies in Environmental Stewardship
 

Mehr von Jen Boudrie

Jessebrackenburymasccc2014
Jessebrackenburymasccc2014Jessebrackenburymasccc2014
Jessebrackenburymasccc2014Jen Boudrie
 
Sarahklionskymasccc2014
Sarahklionskymasccc2014Sarahklionskymasccc2014
Sarahklionskymasccc2014Jen Boudrie
 
Karendifranzamasccc2014
Karendifranzamasccc2014Karendifranzamasccc2014
Karendifranzamasccc2014Jen Boudrie
 
Kellyruschtiffianyblakemasccc2014
Kellyruschtiffianyblakemasccc2014Kellyruschtiffianyblakemasccc2014
Kellyruschtiffianyblakemasccc2014Jen Boudrie
 
Drburtonjaffemasccc2014
Drburtonjaffemasccc2014Drburtonjaffemasccc2014
Drburtonjaffemasccc2014Jen Boudrie
 
Alexlapointemasccc2014
Alexlapointemasccc2014Alexlapointemasccc2014
Alexlapointemasccc2014Jen Boudrie
 
Veselavelevamasccc2014
Veselavelevamasccc2014Veselavelevamasccc2014
Veselavelevamasccc2014Jen Boudrie
 
Lizacasellamasccc2014
Lizacasellamasccc2014Lizacasellamasccc2014
Lizacasellamasccc2014Jen Boudrie
 
Danfavamasccc2014
Danfavamasccc2014Danfavamasccc2014
Danfavamasccc2014Jen Boudrie
 
Franceyslatermasccc2014
Franceyslatermasccc2014Franceyslatermasccc2014
Franceyslatermasccc2014Jen Boudrie
 
Katieemersonmasccc2014
Katieemersonmasccc2014Katieemersonmasccc2014
Katieemersonmasccc2014Jen Boudrie
 
Elizabethyoungbloodmasccc2014
Elizabethyoungbloodmasccc2014Elizabethyoungbloodmasccc2014
Elizabethyoungbloodmasccc2014Jen Boudrie
 
Laurakischitzmasccc2014
Laurakischitzmasccc2014Laurakischitzmasccc2014
Laurakischitzmasccc2014Jen Boudrie
 
Erikazekosmasccc2014
Erikazekosmasccc2014Erikazekosmasccc2014
Erikazekosmasccc2014Jen Boudrie
 
Staceybeuttellmasccc2014
Staceybeuttellmasccc2014Staceybeuttellmasccc2014
Staceybeuttellmasccc2014Jen Boudrie
 
Mayordonnaholadaymasccc2014
Mayordonnaholadaymasccc2014Mayordonnaholadaymasccc2014
Mayordonnaholadaymasccc2014Jen Boudrie
 
Rogerkempmasccc2014
Rogerkempmasccc2014Rogerkempmasccc2014
Rogerkempmasccc2014Jen Boudrie
 
Paulconnettmasccc2014zerowastesolutions
Paulconnettmasccc2014zerowastesolutionsPaulconnettmasccc2014zerowastesolutions
Paulconnettmasccc2014zerowastesolutionsJen Boudrie
 
Paulconnettmasccc2014toxicsreduction
Paulconnettmasccc2014toxicsreductionPaulconnettmasccc2014toxicsreduction
Paulconnettmasccc2014toxicsreductionJen Boudrie
 
Adriandahlinmasccc2014ed&com
Adriandahlinmasccc2014ed&comAdriandahlinmasccc2014ed&com
Adriandahlinmasccc2014ed&comJen Boudrie
 

Mehr von Jen Boudrie (20)

Jessebrackenburymasccc2014
Jessebrackenburymasccc2014Jessebrackenburymasccc2014
Jessebrackenburymasccc2014
 
Sarahklionskymasccc2014
Sarahklionskymasccc2014Sarahklionskymasccc2014
Sarahklionskymasccc2014
 
Karendifranzamasccc2014
Karendifranzamasccc2014Karendifranzamasccc2014
Karendifranzamasccc2014
 
Kellyruschtiffianyblakemasccc2014
Kellyruschtiffianyblakemasccc2014Kellyruschtiffianyblakemasccc2014
Kellyruschtiffianyblakemasccc2014
 
Drburtonjaffemasccc2014
Drburtonjaffemasccc2014Drburtonjaffemasccc2014
Drburtonjaffemasccc2014
 
Alexlapointemasccc2014
Alexlapointemasccc2014Alexlapointemasccc2014
Alexlapointemasccc2014
 
Veselavelevamasccc2014
Veselavelevamasccc2014Veselavelevamasccc2014
Veselavelevamasccc2014
 
Lizacasellamasccc2014
Lizacasellamasccc2014Lizacasellamasccc2014
Lizacasellamasccc2014
 
Danfavamasccc2014
Danfavamasccc2014Danfavamasccc2014
Danfavamasccc2014
 
Franceyslatermasccc2014
Franceyslatermasccc2014Franceyslatermasccc2014
Franceyslatermasccc2014
 
Katieemersonmasccc2014
Katieemersonmasccc2014Katieemersonmasccc2014
Katieemersonmasccc2014
 
Elizabethyoungbloodmasccc2014
Elizabethyoungbloodmasccc2014Elizabethyoungbloodmasccc2014
Elizabethyoungbloodmasccc2014
 
Laurakischitzmasccc2014
Laurakischitzmasccc2014Laurakischitzmasccc2014
Laurakischitzmasccc2014
 
Erikazekosmasccc2014
Erikazekosmasccc2014Erikazekosmasccc2014
Erikazekosmasccc2014
 
Staceybeuttellmasccc2014
Staceybeuttellmasccc2014Staceybeuttellmasccc2014
Staceybeuttellmasccc2014
 
Mayordonnaholadaymasccc2014
Mayordonnaholadaymasccc2014Mayordonnaholadaymasccc2014
Mayordonnaholadaymasccc2014
 
Rogerkempmasccc2014
Rogerkempmasccc2014Rogerkempmasccc2014
Rogerkempmasccc2014
 
Paulconnettmasccc2014zerowastesolutions
Paulconnettmasccc2014zerowastesolutionsPaulconnettmasccc2014zerowastesolutions
Paulconnettmasccc2014zerowastesolutions
 
Paulconnettmasccc2014toxicsreduction
Paulconnettmasccc2014toxicsreductionPaulconnettmasccc2014toxicsreduction
Paulconnettmasccc2014toxicsreduction
 
Adriandahlinmasccc2014ed&com
Adriandahlinmasccc2014ed&comAdriandahlinmasccc2014ed&com
Adriandahlinmasccc2014ed&com
 

Kürzlich hochgeladen

Dwarka Call Girls 9643097474 Phone Number 24x7 Best Services
Dwarka Call Girls 9643097474 Phone Number 24x7 Best ServicesDwarka Call Girls 9643097474 Phone Number 24x7 Best Services
Dwarka Call Girls 9643097474 Phone Number 24x7 Best Servicesnajka9823
 
Biogas Production from Agricultural Feedstock and Energy Crops
Biogas Production from Agricultural Feedstock and Energy CropsBiogas Production from Agricultural Feedstock and Energy Crops
Biogas Production from Agricultural Feedstock and Energy CropsRabiyaSalman2
 
NO1 Certified Rohani Amil In Islamabad Amil Baba in Rawalpindi Kala Jadu Amil...
NO1 Certified Rohani Amil In Islamabad Amil Baba in Rawalpindi Kala Jadu Amil...NO1 Certified Rohani Amil In Islamabad Amil Baba in Rawalpindi Kala Jadu Amil...
NO1 Certified Rohani Amil In Islamabad Amil Baba in Rawalpindi Kala Jadu Amil...Amil baba
 
global trend Chapter 1.presentation power point
global trend Chapter 1.presentation power pointglobal trend Chapter 1.presentation power point
global trend Chapter 1.presentation power pointyohannisyohannis54
 
UNIT ONE ppt history of Ethiopia and horn.pptx
UNIT ONE ppt history of Ethiopia and horn.pptxUNIT ONE ppt history of Ethiopia and horn.pptx
UNIT ONE ppt history of Ethiopia and horn.pptxzeyohannesamare
 
原版1:1复刻塔夫斯大学毕业证Tufts毕业证留信学历认证
原版1:1复刻塔夫斯大学毕业证Tufts毕业证留信学历认证原版1:1复刻塔夫斯大学毕业证Tufts毕业证留信学历认证
原版1:1复刻塔夫斯大学毕业证Tufts毕业证留信学历认证jdkhjh
 
Hi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
Hi FI Call Girl Ahmedabad 7397865700 Independent Call GirlsHi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
Hi FI Call Girl Ahmedabad 7397865700 Independent Call Girlsssuser7cb4ff
 
Call In girls Connaught Place (DELHI)⇛9711147426🔝Delhi NCR
Call In girls Connaught Place (DELHI)⇛9711147426🔝Delhi NCRCall In girls Connaught Place (DELHI)⇛9711147426🔝Delhi NCR
Call In girls Connaught Place (DELHI)⇛9711147426🔝Delhi NCRjennyeacort
 
Environmental Management System - ISO 14001:2015-
Environmental Management System      - ISO 14001:2015-Environmental Management System      - ISO 14001:2015-
Environmental Management System - ISO 14001:2015-Kawther MEKNI
 
Call Girls Sarovar Portico Naraina Hotel, New Delhi 9873777170
Call Girls Sarovar Portico Naraina Hotel, New Delhi 9873777170Call Girls Sarovar Portico Naraina Hotel, New Delhi 9873777170
Call Girls Sarovar Portico Naraina Hotel, New Delhi 9873777170simranguptaxx69
 
AI and Ecology - The H4rmony Project.pptx
AI and Ecology - The H4rmony Project.pptxAI and Ecology - The H4rmony Project.pptx
AI and Ecology - The H4rmony Project.pptxNeoV2
 
Limnology and Wetland Management 2023 NaRM.pptx
Limnology and Wetland Management 2023 NaRM.pptxLimnology and Wetland Management 2023 NaRM.pptx
Limnology and Wetland Management 2023 NaRM.pptxTesfahunTesema
 
Along the Lakefront, "Menacing Unknown"s
Along the Lakefront, "Menacing Unknown"sAlong the Lakefront, "Menacing Unknown"s
Along the Lakefront, "Menacing Unknown"syalehistoricalreview
 
EARTH DAY Slide show EARTHDAY.ORG is unwavering in our commitment to end plas...
EARTH DAY Slide show EARTHDAY.ORG is unwavering in our commitment to end plas...EARTH DAY Slide show EARTHDAY.ORG is unwavering in our commitment to end plas...
EARTH DAY Slide show EARTHDAY.ORG is unwavering in our commitment to end plas...Aqsa Yasmin
 
INSIDER THREAT PREVENTION IN THE US BANKING SYSTEM
INSIDER THREAT PREVENTION IN THE US BANKING SYSTEMINSIDER THREAT PREVENTION IN THE US BANKING SYSTEM
INSIDER THREAT PREVENTION IN THE US BANKING SYSTEMijsc
 
Slide deck for the IPCC Briefing to Latvian Parliamentarians
Slide deck for the IPCC Briefing to Latvian ParliamentariansSlide deck for the IPCC Briefing to Latvian Parliamentarians
Slide deck for the IPCC Briefing to Latvian Parliamentariansipcc-media
 
Asexual-and-Sexual-Reproduction.huhupptx
Asexual-and-Sexual-Reproduction.huhupptxAsexual-and-Sexual-Reproduction.huhupptx
Asexual-and-Sexual-Reproduction.huhupptxMyBrightestStarParkJ
 

Kürzlich hochgeladen (20)

young call girls in Janakpuri🔝 9953056974 🔝 escort Service
young call girls in Janakpuri🔝 9953056974 🔝 escort Serviceyoung call girls in Janakpuri🔝 9953056974 🔝 escort Service
young call girls in Janakpuri🔝 9953056974 🔝 escort Service
 
Dwarka Call Girls 9643097474 Phone Number 24x7 Best Services
Dwarka Call Girls 9643097474 Phone Number 24x7 Best ServicesDwarka Call Girls 9643097474 Phone Number 24x7 Best Services
Dwarka Call Girls 9643097474 Phone Number 24x7 Best Services
 
Biogas Production from Agricultural Feedstock and Energy Crops
Biogas Production from Agricultural Feedstock and Energy CropsBiogas Production from Agricultural Feedstock and Energy Crops
Biogas Production from Agricultural Feedstock and Energy Crops
 
NO1 Certified Rohani Amil In Islamabad Amil Baba in Rawalpindi Kala Jadu Amil...
NO1 Certified Rohani Amil In Islamabad Amil Baba in Rawalpindi Kala Jadu Amil...NO1 Certified Rohani Amil In Islamabad Amil Baba in Rawalpindi Kala Jadu Amil...
NO1 Certified Rohani Amil In Islamabad Amil Baba in Rawalpindi Kala Jadu Amil...
 
global trend Chapter 1.presentation power point
global trend Chapter 1.presentation power pointglobal trend Chapter 1.presentation power point
global trend Chapter 1.presentation power point
 
UNIT ONE ppt history of Ethiopia and horn.pptx
UNIT ONE ppt history of Ethiopia and horn.pptxUNIT ONE ppt history of Ethiopia and horn.pptx
UNIT ONE ppt history of Ethiopia and horn.pptx
 
原版1:1复刻塔夫斯大学毕业证Tufts毕业证留信学历认证
原版1:1复刻塔夫斯大学毕业证Tufts毕业证留信学历认证原版1:1复刻塔夫斯大学毕业证Tufts毕业证留信学历认证
原版1:1复刻塔夫斯大学毕业证Tufts毕业证留信学历认证
 
Health Facility Electrification: State of Play
Health Facility Electrification: State of PlayHealth Facility Electrification: State of Play
Health Facility Electrification: State of Play
 
Hi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
Hi FI Call Girl Ahmedabad 7397865700 Independent Call GirlsHi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
Hi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
 
Call In girls Connaught Place (DELHI)⇛9711147426🔝Delhi NCR
Call In girls Connaught Place (DELHI)⇛9711147426🔝Delhi NCRCall In girls Connaught Place (DELHI)⇛9711147426🔝Delhi NCR
Call In girls Connaught Place (DELHI)⇛9711147426🔝Delhi NCR
 
Environmental Management System - ISO 14001:2015-
Environmental Management System      - ISO 14001:2015-Environmental Management System      - ISO 14001:2015-
Environmental Management System - ISO 14001:2015-
 
Call Girls Sarovar Portico Naraina Hotel, New Delhi 9873777170
Call Girls Sarovar Portico Naraina Hotel, New Delhi 9873777170Call Girls Sarovar Portico Naraina Hotel, New Delhi 9873777170
Call Girls Sarovar Portico Naraina Hotel, New Delhi 9873777170
 
AI and Ecology - The H4rmony Project.pptx
AI and Ecology - The H4rmony Project.pptxAI and Ecology - The H4rmony Project.pptx
AI and Ecology - The H4rmony Project.pptx
 
Limnology and Wetland Management 2023 NaRM.pptx
Limnology and Wetland Management 2023 NaRM.pptxLimnology and Wetland Management 2023 NaRM.pptx
Limnology and Wetland Management 2023 NaRM.pptx
 
Along the Lakefront, "Menacing Unknown"s
Along the Lakefront, "Menacing Unknown"sAlong the Lakefront, "Menacing Unknown"s
Along the Lakefront, "Menacing Unknown"s
 
EARTH DAY Slide show EARTHDAY.ORG is unwavering in our commitment to end plas...
EARTH DAY Slide show EARTHDAY.ORG is unwavering in our commitment to end plas...EARTH DAY Slide show EARTHDAY.ORG is unwavering in our commitment to end plas...
EARTH DAY Slide show EARTHDAY.ORG is unwavering in our commitment to end plas...
 
FULL ENJOY Call Girls In kashmiri gate (Delhi) Call Us 9953056974
FULL ENJOY Call Girls In  kashmiri gate (Delhi) Call Us 9953056974FULL ENJOY Call Girls In  kashmiri gate (Delhi) Call Us 9953056974
FULL ENJOY Call Girls In kashmiri gate (Delhi) Call Us 9953056974
 
INSIDER THREAT PREVENTION IN THE US BANKING SYSTEM
INSIDER THREAT PREVENTION IN THE US BANKING SYSTEMINSIDER THREAT PREVENTION IN THE US BANKING SYSTEM
INSIDER THREAT PREVENTION IN THE US BANKING SYSTEM
 
Slide deck for the IPCC Briefing to Latvian Parliamentarians
Slide deck for the IPCC Briefing to Latvian ParliamentariansSlide deck for the IPCC Briefing to Latvian Parliamentarians
Slide deck for the IPCC Briefing to Latvian Parliamentarians
 
Asexual-and-Sexual-Reproduction.huhupptx
Asexual-and-Sexual-Reproduction.huhupptxAsexual-and-Sexual-Reproduction.huhupptx
Asexual-and-Sexual-Reproduction.huhupptx
 

Jaredstarrmasccc2014

  • 1. RECYCLING! Jared  Starr   University  of  Massachuse2s  Amherst     in! 1   Massachusetts! Communities!
  • 7. Municipal Solid Waste!              Big  Picture            History  of  Waste            My  Study            RecommendaCons     7  
  • 10. 10  
  • 11. WASTE MANAGEMENT HIERARCY! Source  ReducCons  &  Reuse   Recycling  /   ComposCng   Energy   Recovery   Treatment  &   Disposal                Big  Picture            History  of  Waste            My  Study            RecommendaCons     11  Source:  EPA  2011  
  • 12. WASTE MANAGEMENT HIERARCY! Source  ReducCons  &  Reuse  1.3  %   Recycling  /  ComposCng   33.7%   Energy  Recovery  11.4%   Treatment  &  Disposal   53.6%                Big  Picture            History  of  Waste            My  Study            RecommendaCons     12  Source:  EPA  2011  
  • 13. 13  Source:  EPA  2009  and  MA  DEP   16.0%   25.7%   28.5%   31.4%   33.8%   10.0%   31.1%   33.8%   35.4%   34.4%   0.0%   10.0%   20.0%   30.0%   40.0%   50.0%   60.0%   1990   1995   2000   2005   2009   Recycling  Rate   (total  recycled  /  tons  trash  +  tons  recycled   Year   MSW  Recycling  Rates  (1990  to  2009)   NaConal  Recycling  Rate   Massachuse2s  Recycling  Rate  
  • 14.              Big  Picture            History  of  Waste            My  Study            RecommendaCons     Recycling!AS A! Solution! Recycling  Rate  =  tons  recycled/total  recycled  +  trashed   •   flexible  for  comparison   Benefits  of  using  rate:   •   easily  communicated   •   show  trends   14  
  • 15. What drives rates?!              Big  Picture            History  of  Waste            My  Study            RecommendaCons     RECYCLING   RATE   Social/ Economic   SpaCal   Program   Convenience   Program   Cost   15  
  • 16. METHODS!              Big  Picture            History  of  Waste            My  Study            RecommendaCons     16  
  • 17.              Big  Picture            History  of  Waste            My  Study            RecommendaCons     Exploratory Analysis! 17  R  StaCsCcal  CompuCng  So^ware,  Excel,  and  StatPlus  used  for  exploratory  analysis  
  • 18.              Big  Picture            History  of  Waste            My  Study            RecommendaCons     Multiple Linear Regression! R  StaCsCcal  CompuCng  So^ware  used  for  analysis    
  • 19.              Big  Picture            History  of  Waste            My  Study            RecommendaCons     Stepwise Model Selection! 19  R  StaCsCcal  CompuCng  So^ware  used  for  analysis    
  • 20.              Big  Picture            History  of  Waste            My  Study            RecommendaCons     Interpreting Variables Effects! 20  R  StaCsCcal  CompuCng  So^ware  used  for  analysis    
  • 21. RESULTS!              Big  Picture            History  of  Waste            My  Study            RecommendaCons     21   VARIABLE   EFFECT  ON  RECYCLING  RATE   #  OF  YEARS  SIGNIFICANT   All  PosiPve  Effects   Pay  As  You  Throw   ≈  10%     13   EducaCon   ≈  0.4%   13   Age   ≈  0.4%   7   Mandatory   ≈  4%   2  
  • 22. RESULTS!              Big  Picture            History  of  Waste            My  Study            RecommendaCons     22   VARIABLE   EFFECT  ON  RECYCLING  RATE   #  OF  YEARS  SIGNIFICANT   All  NegaPve  Effects   PoliCcal   ≈  1.5%   8   Region  (North)   ≈  10%     8   Region  (South)   ≈  6%   7   Persons/Household   ≈  7%   7   Region  (Central)   ≈  7%   5   SubscripCon   ≈  9%   4  
  • 23. RESULTS!              Big  Picture            History  of  Waste            My  Study            RecommendaCons     23   VARIABLE   EFFECT  ON  RECYCLING  RATE   #  OF  YEARS  SIGNIFICANT   Mixed  PosiPve  Effects   Curbside  Pickup   ≈  5%   6   Density  (log)   ≈  0.02%   2   Unemployment   ≈  0.9%   1   Mixed  NegaPve  Effects   Unemployment   ≈  0.9%   3   Density  (log)   ≈  0.02%   3   Curbside  Pickup   ≈  6%   1  
  • 24. RESULTS!              Big  Picture            History  of  Waste            My  Study            RecommendaCons     24   0 1 2 3 0.00 0.25 0.50 0.75 Recycling Rate Density payt NO PAYT PAYT Distribution of Recycling Rate by PAYT 2000 − 2008
  • 25. RESULTS!              Big  Picture            History  of  Waste            My  Study            RecommendaCons     25   0 1 2 3 0.00 0.25 0.50 0.75 Recycling Rate Density region Central North East South East West Distribution of Recycling Rate by Region 2000 − 2008
  • 26. What  factors  do  NOT  seem  significant:   •  Single  Stream   •  Income   •  Mandatory  Recycling                  Big  Picture            History  of  Waste            My  Study            RecommendaCons     26   Policy Recommendations!
  • 27.              Big  Picture            History  of  Waste            My  Study            RecommendaCons     Policy Recommendations! 27   ?  
  • 28.              Big  Picture            History  of  Waste            My  Study            RecommendaCons     Policy Recommendations!   Commonwealth  of  MassachuseWs  Municipal   Solid  Waste  Master  Plan  2010:     “Increase  the  popula0on  served  by  Pay  As  You   Throw  to  50%  of  the  state’s  popula0on  by  2020   (currently  at  24%)”  (page  24)   28  
  • 29.              Big  Picture            History  of  Waste            My  Study            RecommendaCons     Next Steps! 29  
  • 30. Dr.  Craig  Nicolson   Department  of  Environmental  ProtecCon   University  of  Massachuse2s  Amherst   Acknowledgments!              Big  Picture            History  of  Waste            My  Study            RecommendaCons     30