Abstract
Background, aims, and scope
Life cycle assessment (LCA) stands as the pre-eminent tool for estimating environmental effects caused by products and processes from ‘cradle to grave’ or ‘cradle to cradle.’ It exists in multiple forms, claims a growing list of practitioners and remains a focus of continuing research. Despite its popularity and codification by organizations such as the International Organization for Standardization and the Society of Environmental Toxicology and Chemistry, life cycle assessment is a tool in need of improvement. Multiple authors have written about its individual problems, but a unified treatment of the subject is lacking. The following literature survey gathers and explains issues, problems and problematic decisions currently limiting LCA’s impact assessment and interpretation phases.
Main features
The review identifies 15 major problem areas and organizes them by the LCA phases in which each appears. This part of the review focuses on the latter eight problems. It is meant as a concise summary for practitioners interested in methodological limitations which might degrade the accuracy of their assessments. For new researchers, it provides an overview of pertinent problem areas toward which they might wish to direct their research efforts. Having identified and discussed LCA’s major problems, closing sections highlight the most critical problems and briefly propose research agendas meant to improve them.
Results and discussion
Multiple problems occur in each of LCA’s four phases and reduce the accuracy of this tool. Considering problem severity and the adequacy of current solutions, six of the 15 discussed problems are of paramount importance. In LCA’s latter two phases, spatial variation and local environmental uniqueness are critical problems requiring particular attention. Data availability and quality are identified as critical problems affecting all four phases.
Conclusions and recommendations
Observing that significant efforts by multiple researchers have not resulted in a single, agreed upon approach for the first three critical problems, development of LCA archetypes for functional unit definition, boundary selection and allocation is proposed. Further development of spatially explicit, dynamic modeling is recommended to ameliorate the problems of spatial variation and local environmental uniqueness. Finally, this paper echoes calls for peer-reviewed, standardized LCA inventory and impact databases, and it suggests the development of model bases. Both of these efforts would help alleviate persistent problems with data availability and quality.
Similar content being viewed by others
Notes
This section discusses a type of normalization which is an ‘operational prerequisite to weighting’, also labeled ‘case-specific normalisation’ by Finnveden et al. (2002). However, a different definition of normalization, not discussed in this section, is given by ISO 14044: comparison of the magnitude of indicator results to information from some external reference system, e.g., some sector, temporal span, or spatial region (ISO 2006b). Defining such a reference system is a methodological decision point, one where sensitivity analysis might be warranted. A potential problem is the lack of consensus on standards or guidelines for defining a reference system, even for a specific industry or sector.
References
Ayres RU (1995) Life cycle analysis: a critique. Resour, Conserv Recycl 14:199–223
Bare J, Pennington DW, Udo de Haes HA (1999) Life cycle impact assessment sophistication. Int J Life Cycle Assess 4:299–306
Bare JC, Norris GA, Pennington DW, McKone T (2002) TRACI the tool for the reduction and assessment of chemical and other environmental impacts. J Ind Ecol 6:49–78
Ben-Haim Y (2006) Info-gap decision theory: decisions under severe uncertainty. Series on decision and risk. Academic, San Diego, p 330
Benetto E, Dujet C, Rousseaux P (2005) Possibility theory: a new approach to uncertainty analysis. Int J Life Cycle Assess 11:1–3
Björklund AE (2002) Survey of approaches to improve reliability in LCA. Int J Life Cycle Assess 7:64–72
Bockstael NE, Freeman AM, Kopp RJ, Portney PR, Smith VK (2000) On measuring economic values for nature. Environ Sci Technol 34:1384–1389
Brentrup F, Kusters J, Lammel J, Kuhlmann H (2002) Life cycle impact assessment of land use based on the Hemeroby concept. Int J Life Cycle Assess 7:339–348
Canals LM, Bauer C, Depestele J, Dubreuil A, Knuchel RF, Gaillard G, Michelsen O, Mueller-Wenk R, Rydgren B (2006) Key elements in a framework for land use impact assessment within LCA. Int J Life Cycle Assess 11:1–11
Ciroth A, Fleischer G, Steinbach J (2004) Uncertainty calculation in life cycle assessments: a combined model of simulation and approximation. Int J Life Cycle Assess 9:216–226
Cowell SJ, Fairman R, Lofstedt RE (2002) Use of risk assessment and life cycle assessment in decision making: a common policy research agenda. Risk Anal 22:879–894
Dekay ML, Small MJ, Fischbeck PS, Farrow RS, Cullen A, Kadane JB, Lave LB, Morgan MG, Takemura K (2002) Risk-based decision analysis in support of precautionary policies. J Risk Res 5:391–417
Dreyer LC, Niemann AL, Hauschild MZ (2003) Comparison of three different LCIA methods: EDIP97, CML2001 and eco-indicator 99: does it matter which you choose. Int J Life Cycle Assess 8:191–200
Duncan SJ, Bras B, Paredis CJJ (2008) An approach to robust decision making under severe uncertainty in life cycle design. IJSDes 1(1):45–59
Ehrenfeld J (1997) The importance of LCAs—warts and all. J Ind Ecol 1:41–49
Farrow RS, Goldburg CB, Small MJ (2000) Economic valuation of the environment: a special issue. Environ Sci Technol 34:1381–1383
Field F, Kirchain R, Clark J (2001) Life-cycle assessment and temporal distributions of emissions. J Ind Ecol 4:71–91
Finnveden G (2000) On the limitations of life cycle assessment and environmental systems analysis tools in general. Int J Life Cycle Assess 5:229–238
Finnveden G (2005) The resource debate needs to continue. Int J Life Cycle Assess 10:372
Finnveden G, Nilsson M (2005) Site-dependent life-cycle impact assessment in Sweden. Int J Life Cycle Assess 10:235–239
Finnveden G, Hofstetter P, Bare J, Basson L, Ciroth A, Mettier T, Seppälä J, Johansson J, Norris G, Volkwein S (2002) Normalisation, grouping, and weighting in life cycle impact assessment. In: Udo de Haes HA et al (ed) Life cycle impact assessment: striving towards best practice. Society of Environmental Toxicology and Chemistry (SETAC), Pensacola
Foley JA, DeFries R, Asner G, Barford C, Bonan G, Carpenter SR, Chapin FS, Coe MT, Daily GC, Gibbs HK, Helkowski JH, Holloway T, Howard EA, Kucharik CJ, Monfreda C, Patz JA, Prentice IC, Ramankutty N, Snyder PK (2005) Global consequences of land use. Science 309:570–574
Geisler G, Hellweg S, Hungerbühler K (2004) Uncertainty analysis in life cycle assessment (LCA). Case study on plant-protection products and implications for decision making. Int J Life Cycle Assess 10:184–192
Gonzalez B, Adenso-Diaz B, Gonzalez-Torre PL (2002) A fuzzy logic approach for the impact assessment in LCA. Resour, Conserv Recycl 37:61–79
Graedel TE (1998) Streamlined life-cycle assessment. Prentice Hall, Upper Saddle River, NJ, p 310
Güereca LP, Agell N, Gasso S, Baldasano JM (2007) Fuzzy approach to life cycle impact assessment: an application for biowaste management systems. Int J Life Cycle Assess 12(7):488–496
Guinee J, Heijungs R (1993) A proposal for the classification of toxic substances within the framework of life cycle assessment of products. Chemosphere 26:1925–1944
Hammitt JK (2002) QALYs versus WTP. Risk Anal 22:985–1001
Hauschild M, Wenzel H (2000) Life cycle assessment–environmental assessment of products. In: Jørgensen SE (ed) A systems approach to the environmental analysis of pollution minimization. Lewis, Boca Raton, pp 155–189
Heijungs R, Guinée JB, Kleijn R, Rovers V (2007) Bias in normalization: causes, consequences, detection and remedies. Int J Life Cycle Assess 12(4):211–216
Hellweg S (2001) Time and site-dependent life cycle assessment of thermal waste treatment processes. Int J Life Cycle Assess 6:46
Hellweg S, Hofstetter P, Hungerbühler K (2003) Discounting and the environment—should current impacts be weighted differently than impacts harming future generations. Int J Life Cycle Assess 8:8–18
Hellweg S, Demou E, Scheringer M, McKone TE, Hungerbuhler K (2005) Confronting workplace exposure to chemicals with LCA: examples of trichloroethylene and perchloroethylene in metal degreasing and dry cleaning. Environ Sci Technol 39:7741–7748
Hertwich EG, Hammitt JK (2001) A decision-analytic framework for impact assessment. Part 1: LCA and decision analysis. Int J Life Cycle Assess 6:5–12
Hertwich EG, Hammitt JK, Pease WS (2000) A theoretical foundation for life-cycle assessment. J Ind Ecol 4:13–28
Hettelingh J-P, Posch M, Potting J (2005) Country-dependent characterisation factors for acidification in Europe: a critical evaluation. Int J Life Cycle Assess 10:177–183
Heuvelmans G, Muys B, Feyen J (2005) Extending the life cycle methodology to cover impacts of land use systems on the water balance. Int J Life Cycle Assess 10:113–119
Hofstetter P, Bare JC, Hammitt JK, Murphy PA, Rice GE (2002) Tools for comparative analysis of alternatives: competing or complementary perspectives. Risk Anal 22:833–851
Huijbreghts MA, Seppala J (2000) Towards region-specific, European fate factors for airborne nitrogen compounds causing aquatic eutrophication. Int J Life Cycle Assess 5:65–67
Huijbreghts MA, Schopp W, Verkuijlen E, Heijungs R, Reijnders L (2001) Spatially explicit characterization of acidifying and eutrophying air pollution in life-cycle assessment. J Ind Ecol 4:75–91
Huijbregts MAJ (1998) Part I: a general framework for the analysis of uncertainty and variability in life cycle assessment. Int J Life Cycle Assess 3:273–280
ISO (1998) ISO 14041: environmental management–life cycle assessment–goal and scope definition and inventory analysis. ISO 14041:1998(E), International Standards Organization
ISO (2000a) ISO 14042: environmental management–life cycle assessment–life cycle impact assessment. ISO 14042:2000(E), International Standards Organization
ISO (2000b) ISO 14043: environmental management–life cycle assessment–life cycle interpretation. ISO 14043:2000(E), International Standards Organization
ISO (2006a) ISO 14040: environmental management–life cycle assessment–principles and framework. ISO 14040:2006(E), International Standards Organization
ISO (2006b) ISO 14044: environmental management–life cycle assessment–requirements and guidelines. ISO 14044:2006(E), International Standards Organization
Jensen AA, Hoffman L, Møller BT, Schmidt A, Christiansen K, Elkington J, van Dijk F (1997) Life cycle assessment (LCA). A guide to approaches, experiences, and information sources. European Environmental Agency, Copenhagen
Jolliet O, Mueller-Wenk R, Bare J, Brent A, Goedkoop M, Heijungs R, Itsubo N, Peña C, Pennington DW, Potting J, Rebitzer G, Stewart M, Udo de Haes HA, Weidema B (2004) The LCIA midpoint-damage framework of the UNEP/SETAC life cycle initiative. Int J Life Cycle Assess 9:394–404
Joslyn C, Booker J (2004) In: Nikolaidis E, Ghiocel D, Singhal S (eds) Generalized information theory for engineering modeling and simulation. Engineering design reliability handbook. CRC, Boca Raton, Florida, pp 9:1–9:40
Kahneman D, Knetsch JL (1992) Valuing public goods: the purchase of moral satisfaction. J Environ Econ Manage 22:57–70
Keeney RL, Raiffa H (1976) Decisions with multiple objectives: preferences and value tradeoffs, vol. xix. Wiley, New York, p 569
Kerwitt W, TrukenMueller A, Bachmann TM, Heck T (2001) Country-specific damage factors for air pollution: a step toward site-dependent life cycle impact assessment. Int J Life Cycle Assess 6:199–210
Lee JJ, O’Callaghan P, Allen D (1995) Critical review of life cycle analysis and assessment techniques and their application to commercial activities. Resour, Conserv Recycl 13:37–56
Lent T (2003) Toxic data bias and the challenges of using LCA in the design community, greenBuild 2003, Pittsburg, PA
Lindeijer E (2000) Review of land use impact methodologies. J Clean Prod 8:273–281
Lloyd SM, Ries R (2007) Characterizing, propagating, and analyzing uncertainty in life-cycle assessment: a survey of quantitative approaches. J Ind Ecol 11:161–179
Matthews HS, Lave LB (2000) Applications of environmental valuation for determining externality costs. Environ Sci Technol 34:1390–1395
Matthews HS, Lave L, MacLean H (2002) Life cycle impact assessment: a challenge for risk analysts. Risk Anal 22:853–860
Maurice B, Frischknecht R, Coelho-Schwirtza V, Hungerbühler K (2000) Uncertainty analysis in life cycle inventory. Application to the production of electricity with French coal power plants. J Clean Prod 8:95–108
McCleese D, LaPuma P (2002) Using Monte Carlo simulation in life cycle assessment for electric and internal combustion vehicles. Int J Life Cycle Assess 7:230–236
Mettier TM, Hofstetter P (2004) Survey insights into weighting environmental damages: influence of context and group. J Ind Ecol 8:189–209
Mettier T, Scholz RW, Tietje O (2006) Measuring preferences on environmental damages in LCIA. Part 1: cognitive limits in panel surveys. Int J Life Cycle Assess 11:394–402
Morgan MG, Henrion M, Small MJ (1990) Uncertainty: a guide to dealing with uncertainty in quantitative risk and policy analysis. Cambridge University Press, New York, p 332
Moriguchi Y, Terazono A (2000) A simplified model for spatially differentiated impact assessment of air emissions. Int J Life Cycle Assess 5:281–286
Mueller-Wenk R (2004) A method to include in LCA road traffic noise and its health effects. Int J Life Cycle Assess 9:76–85
Nigge K-M (2001a) Generic spatial classes for human health impacts, Part I: methodology. Int J Life Cycle Assess 6:1–8
Nigge K-M (2001b) Generic spatial classes for human health impacts, Part II: application in a life cycle assessment of natural gas vehicles. Int J Life Cycle Assess 6:334–338
Owens JW (1997a) Life-cycle assessment—constraints on moving from inventory to impact assessment. J Ind Ecol 1:37–49
Owens JW (1997b) Life-cycle assessment in relation to risk assessment: an evolving perspective. Risk Anal 17:359–365
Pant R, Hoof GV, Schowanek D, Feijtel TCJ, de Koning A, Hauschild M, Pennington DW, Olsen SI, Rosenbaum R (2004) Comparison between three different LCIA methods for aquatic ecotoxicity and a product environmental risk assessment—insights from a detergent case study within OMNIITOX. Int J Life Cycle Assess 9:295–306
Pennington DW (2001) Current issues in the characterization of toxicological impacts. Int J Life Cycle Assess 6:89–95
Pohl C, Ros M, Waldeck B, Dinkel F (1996) Imprecision and uncertainty in LCA. In: Schaltegger S (ed) Life cycle assessment (LCA)–quo vadis. Birkhäuser, Berlin
Potting J, Hauschild MZ (2006) Spatial differentiation in life cycle impact assessment: a decade of method development to increase the environmental realism of LCIA. Int J Life Cycle Assess 11:11–13
Potting J, Schopp W, Blok K, Hauschild M (1998) Site-dependent life-cycle impact assessment of acidification. J Ind Ecol 2:63–87
Reap JJ, Newcomb PJ, Carmichael C, Bras B (2003) Improving life cycle assessment by including spatial, dynamic and place-based modeling, design engineering technical conferences and computers and information in engineering conference. ASME, Chicago, Illinois USA
Reap JJ, Bras B, Realff MJ, Carmichael C (2004) Using ecosystem landscape models to investigate industrial environmental impacts, design engineering technical conferences and computers and information in engineering conference. ASME, Salt Lake City, Utah USA
Reap J, Roman F, Duncan S, Bras B (2008) A survey of unresolved problems in life cycle assessment. Part 1: goal & scope and inventory analysis. Int J Life Cycle Assess 13(4), DOI 10.1007/s11367-008-0008-x
Regli WC, Gaines DM (1997) A repository for design, process planning and assembly. Comput Aided Des 29:895–905
Ross S, Evans D (2002) Excluding site-specific data from the LCA inventory: how this affects life cycle impact assessment. Int J Life Cycle Assess 7:141–150
Sadiq R, Khan FI (2006) An integrated approach for risk-based life cycle assessment and multi-criteria decision-making: selection, design and evaluation of cleaner and greener processes. Bus Process Manag J 12:770–792
Thomas V, Graedel TE (2003) Research issues in sustainable consumption: toward an analytical framework for materials and the environment. Environ Sci Technol 37:5383–5388
Thomas V, Theis T, Lifset R, Grasso D, Kim B, Koshland C, Pfahl R (2003) Industrial ecology: policy potential and research needs. Environ Eng Sci 20:1–9
Tolle DA (1996) Regional scaling and normalization in LCIA: development and application of methods. Int J Life Cycle Assess 2:197–208
Turner RK, Pearce D, Bateman I (1993) Environmental economics: an elementary introduction. Johns Hopkins University Press, Baltimore
Turner MG, Gardner RH, O’Neill RV (2001) Landscape ecology in theory and practice: pattern and process. Springer, New York
Udo de Haes HA (2006) How to approach land use in LCIA or, how to avoid the Cinderella effect? Comments on ‘key elements in a framework for land use impact assessment within LCA’. Int J Life Cycle Assess 11:219–221
Udo de Haes HA, Jolliet O, Finnveden G, Hauschild M, Krewitt W, Mueller-Wenk R (1999) Best available practice regarding impact categories and category indicators in life cycle impact assessment. Int J Life Cycle Assess 4:66–74
Udo de Haes HA, Finnveden G, Goedkoop M, Hauschild M, Hertwich EG, Hofstetter P, Jolliet O, Klopffer W, Krewitt W, Lindeijer E, Mueller-Wenk R, Olsen SI, Pennington DW, Potting J, Steen B (eds) (2002) Life-cycle impact assessment: striving towards best practice. Society of Environmental Toxicology and Chemistry (SETAC), Pensacola
UNEP (2003) Evaluation of environmental impacts in life cycle assessment, United Nations Environment Programme, Division of Technology, Industry and Economics (DTIE), Production and Consumption Unit, Paris
Vigon BW, Jensen AA (1995) Life cycle assessment: data quality and databases practitioner survey. J Clean Prod 3:135–141
Weber M, Borcherding K (1993) Behavioral influences on weight judgments in multiattribute decision making. Eur J Oper Res 67:1–12
Weidema BP, Wesnæs MS (1996) Data quality management for life cycle inventories—an example of using data quality indicators. J Clean Prod 4:167–174
Acknowledgements
The presented material is based on work supported in part by NSF Grants DMI-0600243 and DMI-0522116. We also gratefully acknowledge support from Georgia Tech’s Manufacturing Research Center and Woodruff School of Mechanical Engineering. John Reap and Scott Duncan gratefully acknowledge financial support provided by NSF grants DMI-0600243 and DMI-0522116, respectively. Felipe Roman acknowledges financial support given by Georgia Tech’s President’s Fellowship and the Goizueta Fellowship Program. All authors thank Valerie Thomas of Georgia Tech’s School of Industrial and Systems Engineering as well as IJLCA’s anonymous reviewers for their thoughtful comments and criticisms. Any opinions, finding, and conclusions or recommendations expressed in this paper are those of the authors and do not necessarily reflect the views of the US government and/or the authors’ parent institutions.
Author information
Authors and Affiliations
Corresponding author
Additional information
Preamble This series of two papers reviews unresolved problems in life cycle assessment (LCA). Part 1 (Reap et al. 2008) focuses upon problems in the goal and scope definition and life cycle inventory analysis phases. Part 2 discusses problems in the life cycle impact assessment and interpretation phases. Having probed LCA’s main weaknesses, Part 2 identifies critical problems and suggests research agendas meant to ameliorate them. Additionally, the second paper in the series brings closure to the review with a unifying summary.
Part 1 ‘Goal & Scope and Inventory Analysis’ has been published in Int J Life Cycle Assess (2008) 13(4), DOI 10.1007/s11367-008-0008-x
Rights and permissions
About this article
Cite this article
Reap, J., Roman, F., Duncan, S. et al. A survey of unresolved problems in life cycle assessment. Int J Life Cycle Assess 13, 374–388 (2008). https://doi.org/10.1007/s11367-008-0009-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11367-008-0009-9