The need for an open, inclusive, and neutral procedure in selecting key performance indicators (KPIs) for sustainable manufacturing has been increasing. The reason is that manufacturers seek to determine what to measure to improve environmental sustainability of their products and manufacturing processes. A difficulty arises in understanding and selecting specific indicators from many stand-alone indicator sets available. This paper presents a procedure for individual manufacturers to select KPIs for measuring, monitoring, and improving environmental aspects of manufacturing processes. The procedure is the basis for a guideline, being proposed for standardization within ASTM International. That guide can be used for (1) identifying candidate KPIs from existing sources, (2) defining new candidate KPIs, (3) selecting appropriate KPIs based on KPI criteria, and (4) composing the selected KPIs with assigned weights into a set. The paper explains how the developed procedure complements existing indicator sets and sustainability-measurement approaches at the manufacturing process level.

References

1.
Haanes
,
K.
,
Arthur
,
D.
,
Balagopal
,
B.
,
Kong
,
M. T.
,
Reeves
,
M.
,
Velken
,
I.
,
Hopkins
,
M. S.
, and Kruschwitz, N.,
2011
, “
Sustainability: The ‘Embracers’ Seize Advantage
,” MIT Sloan Management Review, Massachusetts Institute of Technology, Cambridge, MA.
2.
Joung
,
C.
,
Carrell
,
J.
,
Sarkara
,
P.
, and
Feng
,
S.
,
2013
, “
Categorization of Indicators for Sustainable Manufacturing
,”
Ecol. Indic.
,
24
, pp.
148
157
.
3.
Moldan
,
B.
,
Janouskova
,
S.
, and
Hak
,
T.
,
2012
, “
How to Understand and Measure Environmental Sustainability: Indicators and Targets
,”
J. Ecol. Indic.
,
17
, pp.
4
13
.
4.
Kang
,
N.
,
Zhao
,
C.
,
Li
,
J.
, and
Horst
,
J.
,
2016
, “
A Hierarchical Structure of Key Performance Indicators for Operation Management and Continuous Improvement in Production Systems
,”
Int. J. Prod. Res.
,
54
(
21
), pp.
6333
6350
.
5.
Gaurav
,
A.
,
Rachuri
,
S.
,
Fiorentini
,
X.
,
Mani
,
M.
,
Fenves
,
S.
,
Lyons
,
K.
, and
Sriram
,
R.
,
2008
, “
Extending the Notion of Quality From Physical Metrology to Information and Sustainability
,”
J. Intell. Manuf.
,
22
(5), pp.
737
750
.
6.
OECD
,
2011
, “
OECD Sustainable Manufacturing Toolkit
,” Organisation for Economic Co-operation and Development, Paris, France, accessed Aug. 4, 2017, http://www.oecd.org/innovation/green/toolkit/
7.
UN-CSD
,
2007
, “
Indicators of Sustainable Development: Guidelines and Methodologies
,” The United Nations Committee on Sustainable Development, New York, accessed Aug. 4, 2017, http://www.un.org/esa/sustdev/natlinfo/indicators/guidelines.pdf
8.
ASTM
,
2015
, “
Standard Guide for Evaluation of Environmental Aspects of Sustainability of Manufacturing Processes
,” ASTM International, West Conshohocken, PA, Standard No.
ASTM E2986-15
.https://www.astm.org/Standards/E2986.htm
9.
ASTM
,
2016
, “
Standard Guide for Characterizing Environmental Aspects of Manufacturing Processes
,” ASTM International, West Conshohocken, PA, Standard No.
ASTM E3012-16
.https://www.astm.org/Standards/E3012.htm
10.
ISO
,
2014
, “
Automation Systems and Integration—Key Performance Indicators (KPIs) for Manufacturing Operations Management—Part 1: Overview, Concepts, and Terminology
,” International Organization for Standardization, Geneva, Switzerland, Standard No.
ISO 22400-1:2014
.https://www.iso.org/standard/56847.html
11.
ISO
,
2013
, “
Automation Systems and Integration—Evaluating Energy Efficiency and Other Factors of Manufacturing Systems That Influence the Environment—Part 1: Overview and General Principles
,” International Organization for Standardization, Geneva, Switzerland, Standard No.
ISO 20140-1:2013
.https://www.iso.org/standard/54809.html
12.
Haapala
,
K. R.
,
Zhao
,
F.
,
Camelio
,
J.
,
Sutherland
,
J. W.
,
Skerlos
,
S. J.
,
Dornfeld
,
D. A.
,
Jawahir
, I
. S.
,
Clarens
,
A. F.
, and
Rickli
,
J. L.
,
2013
, “
A Review of Engineering Research in Sustainable Manufacturing
,”
ASME J. Manuf. Sci. Eng.
,
135
(
4
), p.
041013
.
13.
Duflou
,
J. R.
,
Sutherland
,
J. W.
,
Dornfeld
,
D.
,
Herrmann
,
C.
,
Jeswiet
,
J.
,
Kara
,
S.
,
Hauschild
,
M.
, and
Kellens
,
K.
,
2012
, “
Towards Energy and Resource Efficiency Manufacturing: A Processes and Systems Approach
,”
CIRP Ann. Manuf. Technol.
,
61
(
2
), pp.
587
609
.
14.
GRI
,
2006
, “
Sustainability Reporting Guidelines, Version 3.0, 200-2006 GRI
,” Global Reporting Initiative, Amsterdam, The Netherlands, accessed Aug. 4, 2017, https://www.globalreporting.org/resourcelibrary/G3-Guidelines-Incl-Technical-Protocol.pdf
15.
Jolliet
,
O.
,
Margni
,
M.
,
Charles
,
R.
,
Humbert
,
S.
,
Payet
,
J.
,
Rebitzer
,
G.
, and
Rosenbaum
,
R.
,
2003
, “
IMPACT 2002+: A New Life Cycle Impact Assessment Methodology
,”
Int. J. Life Cycle Assess.
,
8
(6), p. 324.
16.
Veleva
,
V.
, and
Ellenbecker
,
M.
,
2001
, “
Indicators of Sustainable Production: Framework and Methodology
,”
J. Cleaner Prod.
,
9
(6), pp.
519
549
.
17.
NIST Engineering Laboratory
,
2009
, “
Sustainable Manufacturing Indicator Depository
,” NIST Engineering Laboratory, Gaithersburg, MD, accessed May 10, 2016, http://www.mel.nist.gov/msid/SMIR/index.html
18.
Park
,
K.
, and
Kremer
,
G. E. O.
,
2017
, “
Text Mining-Based Categorization and User Perspective Analysis of Environmental Sustainability Indicators for Manufacturing and Service Systems
,”
J. Ecol. Indic.
,
72
, pp.
803
820
.
19.
Sikdar
,
S.
,
2003
, “
Sustainable Development and Sustainability Metrics
,”
AIChE J.
,
49
(
8
), pp.
1928
1932
.
20.
Carlucci
,
D.
,
2010
, “
Evaluating and Selecting Key Performance Indicators: An ANP-Based Model
,”
Meas. Bus. Excellence
,
14
(
2
), pp.
66
76
.
21.
Ahmad
,
M. M.
, and
Dhafr
,
N.
,
2002
, “
Establishing and Improving Manufacturing Performance Measures
,”
Rob. Comput. Integr. Manuf.
,
18
(
3–4
), pp.
171
176
.
22.
Razvi
,
N.
,
Deppe
,
M.
,
Oswald
,
W.
, and
Guenther
,
M.
,
2005
, “
Performance Indicator Selection
,” U.S. Patent No.
US20060235778A1
.https://encrypted.google.com/patents/US20060235778
23.
Van de Walker Handy
,
S.
,
Birkedal Peterson
,
P.
,
Wilson
,
B.
, and
Hulen
,
C. J.
,
2007
, “
Key Performance Indicator Scorecard Editor
,” Microsoft Corporation, Redmond, WA, U.S. Patent No.
US8095417B2
.http://www.google.co.in/patents/US8095417
24.
Garetti
,
M.
, and
Taisch
,
M.
,
2012
, “
Sustainable Manufacturing: Trends and Research Challenges
,”
Prod. Plan. Control
,
23
(
2–3
), pp.
83
104
.
25.
Rakar
,
A.
,
Zorzut
,
S.
, and
Jovan
,
V.
,
2004
, “
Assessment of Production Performance by Means of KPI
,”
Control
, Bath, UK, Sept. 6–9, p. ID-011.http://ukacc.group.shef.ac.uk/proceedings/control2004/Papers/073.pdf
26.
Dieter
,
G. E.
, and
Schmidt
,
L. C.
,
2013
,
Engineering Design
, 5th ed.,
McGraw-Hill
,
New York
.
27.
Triantaphyllou
,
E.
,
2013
,
Multi-Criteria Decision Making Methods: A Comparative Study
,
Kluwer Academic Publishers
, Norwell, MA.
28.
Collins
,
A.
,
Hester
,
P. T.
,
Ezell
,
B.
, and
Horst
,
J.
,
2016
, “
An Improvement Selection Methodology for Key Performance Indicators
,”
Environ. Syst. Decis.
,
36
(
2
), pp.
196
208
.
29.
Clemen
,
R.
, and
Reilly
,
T.
,
2001
,
Making Hard Decisions
,
South-Western Cengage Learning
,
Mason, OH
.
30.
Keeney
,
R.
,
1992
,
Value Focused Thinking: A Path to Creative Decision-Making
,
Harvard University Press
, Cambridge, MA.
31.
Keeney
,
R. L.
, and
Raiffa
,
H.
,
1993
, “
Decisions With Multiple Objectives: Preferences and Value Tradeoffs
,
Cambridge University Press
, Cambridge, UK.
32.
Ezell
,
B. C.
,
2004
, “
Quantifying Vulnerability to Critical Infrastructure Systems
,” Ph.D. dissertation, Old Dominion University, Norfolk, VA.
33.
Martins
,
A. A.
,
Mata
,
T. M.
,
Costa
,
C. A. V.
, and
Sikdar
,
S. K.
,
2007
, “
Framework for Sustainability Metrics
,”
Ind. Eng. Chem. Res.
,
46
(
10
), pp.
2962
2973
.
34.
Tanzil
,
D.
, and
Beloff
,
B. R.
,
2006
,
Assessing Impacts: Overview on Sustainability Indicators and Metrics
,
Wiley
, Hoboken, NJ.
35.
ISO
,
2011
, “
Automation Systems and Integration—Key Performance Indicators (KPIs) for Manufacturing Operations Management—Part 2: Definitions and Descriptions of KPIs
,” International Organization for Standardization, Geneva, Switzerland, Standard No.
ISO 22400-2:2014
.https://www.iso.org/standard/54497.html
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