Environmental impacts of milk production and processing in the Eastern Alps: A “cradle-to-dairy gate” LCA approach
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This study aimed to evaluate the environmental footprint and feed energy conversion ratio of Alpine dairy chains in the Eastern Alps, taking into account both the milk production and dairy processing phases, and to identify farm management features useful for targeting mitigation measures in the production phase. A cradle-to-farm gate Life Cycle Assessment model that included herd and manure management, on-farm feedstuff production and purchased feedstuffs and materials (dairy farm), and production inputs and dairy outputs (dairy processing) was applied to 75 farms (10 dairies). As functional units, we used 1 kg fat- and protein-corrected milk (FPCM) and 1 m2 of agricultural land, to account for production intensity and land managed by alpine farms, respectively. Impact categories (CML-IA and CED methods, background data from Ecoinvent database) assessed were global warming (GWP), GWP plus land-use change (GWP_LUC), acidification (AP) and eutrophication (EP) potentials, cumulative energy demand (CED) and land occupation (LO). Feed energy conversion ratio (whole diet - ECR; potentially human-edible portion of the diet - HeECR) was computed as the ratio between gross energy in feeds and that in milk. Mean ECR was 6.6 ± 0.5 MJ feed/MJ milk, of which only 8% derived from potentially human-edible feedstuffs. For 1 kg of FPCM at the dairy farm, GWP averaged 1.19 kg CO2-eq, GWP_LUC 1.31 kg CO2-eq, AP 17.3 g SO2-eq and EP 6.0 g PO4-eq (coefficients of variation, CV, ranged 17–21%), whereas mean CED was 2.7 MJ and LO 2.1 m2/y (CVs: 40–46%). When dairy processing was included, the impact values for 1 kg of dairy product were from 8 to 13 times greater than those obtained for 1 kg FPCM. Based on the outcomes of a principal component analysis, the farm management features most related to impacts and feed ratios were milk yield (MY, for the impacts per unit of milk and ECR), stocking rate (SR, for the impacts per unit of area), and percentages of concentrates (C, for GWP_LUC and HeECR). Step-wise analysis evidenced that strategies aiming to decrease the environmental footprint referred to milk and managed area at the same time and to improve the feed energy conversion ratios should include MY, SR and C jointly. These issues are particularly important for the sustainability of mountain farming systems, which need to create a virtuous link with local forage resources and the territory.
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PCA components above or below the reference threshold of 0.4 were considered for discussion, as used in Berton et al. [13].
“The results considered for our discussion include components above or below the reference threshold of 0.4, as used in Berton et al. [13] to assess PCA results.”
From Grassland-Based Farming Systems Targeting Agroecology: Which Indicators Should Be Used for On-Farm Assessment? (2025) · cites this paper as Berton et al. [13]
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Global effects of land use on local terrestrial biodiversity
Newbold, T., Hudson, L. N., Hill, S. L. L., Contu, S., Lysenko, I., Senior, R. A., Börger, L., Bennett, D. J., Choimes, A., Collen, B., et al. (2015) · Nature · doi:10.1038/nature14324 · Cited by 4,352 · see citing works
Cropland expansion changes deforestation dynamics in the southern Brazilian Amazon
Morton, D. C., DeFries, R. S., Shimabukuro, Y. E., Anderson, L. O., Arai, E., del Bon Espirito-Santo, F., Freitas, R., & Morisette, J. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0606377103 · Cited by 1,081 · see citing works
Greenhouse gas mitigation potentials in the livestock sector
Herrero, M., Henderson, B., Havlík, P., Thornton, P. K., Conant, R. T., Smith, P., Wirsenius, S., Hristov, A. N., Gerber, P., Gill, M., et al. (2016) · Nature Climate Change · doi:10.1038/nclimate2925 · Cited by 1,045 · see citing works
Defining a land boundary for sustainable livestock consumption
Van Zanten, H. H. E., Herrero, M., Van Hal, O., Röös, E., Muller, A., Garnett, T., Gerber, P. J., Schader, C., & De Boer, I. J. M. (2018) · Global Change Biology · doi:10.1111/gcb.14321 · Cited by 406 · see citing works
Flagged first, then by citations
Research works printed but not linked: 50
- Anzai, H., Wang, L., Oishi, K., Irbis, C., Li, K., Kumagai, H., Inamura, T., Hirooka, H., 2016. Estimation of nitrogen and phosphorus flows in livestock production in Dianchi Lake basin, China. Anim. Sci. J. 87 (1), 37e45. https://doi.org/10.1111/ asj.12390. · DOI
- Baldini, C., Gardoni, D., Guarino, M., 2017. A critical review of the recent evolution of Life Cycle Assessment applied to milk production. J. Clean. Prod. 140, 421e435. https://doi.org/10.1016/j.jclepro.2016.06.078. · DOI
- Battaglini, L., Bovolenta, S., Gusmeroli, F., Salvador, S., Sturaro, E., 2014. Environ- mental sustainability of Alpine livestock farms. Ital. J. Anim. Sci. 13, 431e443. https://doi.org/10.4081/ijas.2014.3155. · DOI
- Bava, L., Bacenetti, J., Gislon, G., Pellegrino, L., D'Incecco, P., Sandrucci, A., Tamburini, A., Fiala, M., Zucali, M., 2018. Impact assessment of traditional food manufacturing: the case of Grana Padano cheese. Sci. Total Environ. 626, 1200e1209. https://doi.org/10.1016/j.scitotenv.2018.01.143. · DOI
- Berton, M., Agabriel, J., Gallo, L., Lherm, M., Ramanzin, M., Sturaro, E., 2017. Envi- ronmental footprint of the integrated FranceeItaly beef production system assessed through a multi-indicator approach. Agric. Syst. 155, 33e42. https:// doi.org/10.1016/j.agsy.2017.04.005, 2017. · DOI · Paper page
- Berton, M., Bittante, G., Zendri, F., Ramanzin, M., Schiavon, S., Sturaro, E., 2020. Environmental impact and efficiency of use of resources of different mountain dairy farming systems. Agric. Syst. 181 https://doi.org/10.1016/ j.agsy.2020.102806, 102806. · DOI
- Caro, D., Davis, S.J., Kebreab, E., Mitloehner, F., 2018. Land-use change emissions from soybean feed embodied in Brazilian pork and poultry meat. J. Clean. Prod. 172, 2646e2654. https://doi.org/10.1016/j.jclepro.2017.11.146. · DOI
- Cocca, G., Sturaro, E., Gallo, L., Ramanzin, M., 2012. Is the abandonment of tradi- tional livestock farming systems the main driver of mountain landscape change in Alpine areas? Land Use Pol. 29 (4), 878e886. https://doi.org/10.1016/ j.landusepol.2012.01.005. · DOI
- Djekic, I., Miocinovic, J., Tomasevic, I., Smigic, N., Tomic, N., 2014. Environmental life-cycle assessment of various dairy products. J. Clean. Prod. 68, 64e72. https://doi.org/10.1016/j.jclepro.2013.12.054. · DOI
- Erjavec, K., Erjavec, E., 2015. Greening the CAP' e just a fashionable justification? A discourse analysis of the 2014e2020 CAP reform documents. Food Pol. 51, 53e62. https://doi.org/10.1016/j.foodpol.2014.12.006. · DOI
- Ertl, P., Klocker, H., H€ ortenhuber, S., Knaus, W., Zollitsch, W., 2015. The net contri- bution of dairy production to human food supply: the case of Austrian dairy farms. Agric. Syst. 137, 119e125. https://doi.org/10.1016/j.agsy.2015.04.004. · DOI
- Faccioni, G., Sturaro, E., Ramanzin, M., Bernu es, A., 2019. Socio-economic valuation of abandonment and intensification of Alpine agroecosystems and associated ecosystem services. Land Use Pol. 81, 453e462. https://doi.org/10.1016/ j.landusepol.2018.10.044. · DOI
- Feldmann, C., Hamm, U., 2015. Consumers' perceptions and preferences for local food: a review. Food Qual. Prefer. 40, 152e164. https://doi.org/10.1016/ j.foodqual.2014.09.014. · DOI
- Feucht, Y., Zander, K., 2017. Consumers' willingness to pay for climate-friendly food in European countries. Proceedings in Food System Dynamics 360e377. https:// doi.org/10.18461/pfsd.2017.1738. · DOI
- Finnegan, W., Yan, M., Holden, N.M., Goggins, J., 2018. A review of environmental life cycle assessment studies examining cheese production. Int. J. Life Cycle Assess. 23 (9), 1773e1787. https://doi.org/10.1007/s11367-017-1407-7. · DOI
- Finnveden, G., Hauschild, M.Z., Ekvall, T., Guin ee, J., Heijungs, R., Hellweg, S., Koehler, A., Pennington, D., Suh, S., 2009. Recent developments in life cycle assessment. J. Environ. Manag. 91, 1e21. https://doi.org/10.1016/ j.jenvman.2009.06.018. · DOI · Paper page
- Gerber, P., Vellinga, T., Opio, C., Steinfeld, H., 2011. Productivity gains and green- house gas emissions intensity in dairy systems. Livest. Sci. 139 (1e2), 100e108. https://doi.org/10.1016/j.livsci.2011.03.012. · DOI
- Gonz alez-García, S., Hospido, A., Moreira, M.T., Feijoo, G., Arroja, L., 2013. Envi- ronmental life cycle assessment of a Galician cheese: san Simon da Costa. J. Clean. Prod. 52, 253e262. https://doi.org/10.1016/j.jclepro.2013.03.006. · DOI
- Guerci, M., Bava, L., Zucali, M., Tamburini, A., Sandrucci, A., 2014. Effect of summer grazing on carbon footprint of milk in Italian Alps: a sensitivity approach. J. Clean. Prod. 73, 236e244. https://doi.org/10.1016/j.jclepro.2013.11.021. · DOI
- Humbert, J.Y., Dwyer, J.M., Andrey, A., Arlettaz, R., 2016. Impacts of nitrogen addi- tion on plant biodiversity in mountain grasslands depend on dose, application duration and climate: a systematic review. Global Change Biol. 22 (1), 110e120. https://doi.org/10.1111/gcb.12986. · DOI
- IDF, 2015. Bulletin of the IDF No 479/2015. A Common Carbon Footprint Approach for Dairy Sector. The IDF Guide to Standard Life Cycle Assessment Methodology. International Dairy Federation (IDF), Brussels, Belgium.
- ISMEA, 2019. In: Rama, D. Osservatorio (Ed.), Il mercato del latte e rapporto 2018, sul mercato dei prodotti zootecnici (Cremona, Italy).
- Karali, E., Brunner, B., Doherty, R., Hersperger, A.M., Rounsevell, M.D., 2013. The effect of farmer attitudes and objectives on the heterogeneity of farm attributes and management in Switzerland. Hum. Ecol. 41 (6), 915e926. https://doi.org/ 10.1007/s10745-013-9612-x. · DOI
- Kiefer, L.R., Menzel, F., Bahrs, E., 2015. Integration of ecosystem services into the carbon footprint of milk of South German dairy farms. J. Environ. Manag. 152, 11e18. https://doi.org/10.1016/j.jenvman.2015.01.017. · DOI
- Kim, D., Thoma, G., Nutter, D., Milani, F., Ulrich, R., Norris, G., 2013. Life cycle assessment of cheese and whey production in the USA. Int. J. Life Cycle Assess. 18, 1019e1035. https://doi.org/10.1007/s11367-013-0553-9. · DOI
- Loiseau, E., Junqua, G., Roux, P., Bellon-Maurel, V., 2012. Environmental assessment of a territory: an overview of existing tools and methods. J. Environ. Manag. 112, 213e225. https://doi.org/10.1016/j.jenvman.2012.07.024. · DOI
- Lorenz, H., Reinsch, T., Hess, S., Taube, F., 2019. Is low-input dairy farming more climate friendly? A meta-analysis of the carbon footprints of different pro- duction systems. J. Clean. Prod. 211, 161e170. https://doi.org/10.1016/ j.jclepro.2018.11.113. · DOI
- Marini, L., Fontana, P., Klimek, S., Battisti, A., Gaston, K.J., 2009. Impact of farm size and topography on plant and insect diversity of managed grasslands in the Alps. Biol. Conserv. 142, 394e403. https://doi.org/10.1016/j.biocon.2008.10.034. · DOI
- NRC, 2001. NRC (National Research Council) Nutrient Requirements of Dairy Cattle, 7th rev. Natl. Acad. Press, Washington, DC (United States of America).
- Palmieri, N., Forleo, M.B., Salimei, E., 2017. Environmental impacts of a dairy cheese chain including whey feeding: an Italian case study. J. Clean. Prod. 140, 881e889. https://doi.org/10.1016/j.jclepro.2016.06.185. · DOI
- Penati, C.A., Tamburini, A., Bava, L., Zucali, M., Sandrucci, A., 2013. Environmental impact of cow milk production in the central Italian Alps using Life Cycle Assessment. Ital. J. Anim. Sci. 12 (4), e96. https://doi.org/10.4081/ijas.2013.e96. · DOI
- Piermattei, S., 2013. Local farmers vs. environmental universalism: conflicts over nature conservation in the Parco Nazionale dei Monti Sibillini, Italy. Journal of Political Ecology 20 (1), 306e317. https://doi.org/10.2458/v20i1.21769. · DOI
- Potting, J., Hauschild, M.Z., 2006. Spatial differentiation in life cycle impact assessment -a decade of method development to increase the environmental realism of LCIA. Int. J. LCA 11, 11e13. https://doi.org/10.1065/lca2006.04.005. · DOI
- Ramin, M., Huhtanen, P., 2013. Development of equations for predicting methane emissions from ruminants. J. Dairy Sci. 96, 2476e2493. https://doi.org/10.3168/ jds.2012-6095. · DOI
- Ripoll-Bosch, R., Joy, M., Bernu es, A., 2014. Role of self-sufficiency, productivity and diversification on the economic sustainability of farming systems with autochthonous sheep breeds in less favoured areas in Southern Europe. Animal 8 (8), 1229e1237. https://doi.org/10.1017/S1751731113000529. · DOI
- Rivera-Ferre, M.G., L opez-i-Gelats, F., Howden, M., Smith, P., Morton, J.F., Herrero, M., 2016. Re-framing the climate change debate in the livestock sector: mitigation and adaptation options. Wiley Interdisciplinary Reviews: Climate Change 7 (6), 869e892. https://doi.org/10.1002/wcc.421. · DOI · Paper page
- Ross, S.A., Topp, C.F.E., Ennos, R.A., Chagunda, M.G.G., 2017. Relative emissions in- tensity of dairy production systems: employing different functional units in life-cycle assessment. Animal 11 (8), 1e8. https://doi.org/10.1017/ S1751731117000052. · DOI
- Salvador, S., Corazzin, M., Piasentier, E., Bovolenta, S., 2016. Environmental assess- ment of small-scale dairy farms with multifunctionality in mountain areas. J. Clean. Prod. 124, 94e102. https://doi.org/10.1016/j.jclepro.2016.03.001. · DOI
- Salvador, S., Corazzin, M., Romanzin, A., Bovolenta, S., 2017. Greenhouse gas balance of mountain dairy farms as affected by grassland carbon sequestration. J. Environ. Manag. 196, 644e650. https://doi.org/10.1016/ j.jenvman.2017.03.052. SAS, 2013. SAS 9. · DOI
- Schmitz, C., Biewald, A., Lotze-Campen, H., Popp, A., Dietrich, J.P., Bodirsky, B., Weindl, I., 2012. Trading more food: implications for land use, greenhouse gas emissions, and the food system. Global Environ. Change 22 (1), 189e209. https://doi.org/10.1016/j.gloenvcha.2011.09.013. · DOI
- Strijker, D., 2005. Marginal lands in Europe e causes of decline. Basic Appl. Ecol. 6, 99e106. https://doi.org/10.1016/j.baae.2005.01.001. · DOI · Paper page
- Sturaro, E., Cocca, G., Gallo, L., Mrad, M., Ramanzin, M., 2009. Livestock systems and farming styles in Eastern Italian Alps: an on-farm survey. Ital. J. Anim. Sci. 8 (4), 541e554. https://doi.org/10.4081/ijas.2009.541. · DOI
- Sturaro, E., Marchiori, E., Cocca, G., Penasa, M., Ramanzin, M., Bittante, G., 2013. Dairy systems in mountainous areas: farm animal biodiversity, milk production and destination, and land use. Livest. Sci. 158, 157e168. https://doi.org/10.1016/ j.livsci.2013.09.011. · DOI
- Tasser, E., Walde, J., Tappeiner, U., Teutsch, A., Noggler, W., 2007. Land-use changes and natural reforestation in the eastern central Alps. Agric. Ecosyst. Environ. 118, 115e129. https://doi.org/10.1016/j.agee.2006.05.004. · DOI
- Tonini, D., Hamelin, L., Astrup, T.F., 2016. Environmental implications of the use of agro-industrial residues for biorefineries: application of a deterministic model for indirect land-use changes. Gcb Bioenergy 8 (4), 690e706. https://doi.org/ 10.1111/gcbb.12290. · DOI
- Van Hal, O., De Boer, I.J.M., Muller, A., De Vries, S., Erb, K.H., Schader, C., Van Zanten, H.H.E., 2019. Upcycling food leftovers and grass resources through livestock: impact of livestock system and productivity. J. Clean. Prod. 219, 485e496. https://doi.org/10.1016/j.jclepro.2019.01.329. · DOI
- Weersink, A., Tauer, L.W., 1991. Causality between dairy farm size and productivity. Am. J. Agric. Econ. 73 (4), 1138e1145. https://doi.org/10.2307/1242442. · DOI
- Wilkinson, J.M., Lee, M.R.F., 2018. Use of human-edible animal feeds by ruminant livestock. Animal 12 (8), 1735e1743. https://doi.org/10.1017/ S175173111700218X. · DOI
- Wilkinson, J.M., 2011. Re-defining efficiency of feed use by livestock. Animal 5, 1014e1022. https://doi.org/10.1017/S175173111100005X. · DOI
- Zoderer, B.M., Stanghellini, P.S.L., Tasser, E., Walde, J., Wieser, H., Tappeiner, U., 2016. Exploring socio-cultural values of ecosystem service categories in the Central Alps: the influence of socio-demographic factors and landscape type. Reg. En- viron. Change 16 (7), 2033e2044. https://doi.org/10.1007/s10113-015-0922-y. · DOI
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Benedetti del Rio, E., Michaud, A., Brunschwig, G., & Sturaro, E. (2025) · Sustainability · doi:10.3390/su17062720
“The results considered for our discussion include components above or below the reference threshold of 0.4, as used in Berton et al. [13] to assess PCA results.”
InfluentialSelf-citation
- Authors
- Berton, M., Bovolenta, S., Corazzin, M., Gallo, L., Pinterits, S., Ramanzin, M., Ressi, W., Spigarelli, C., Zuliani, A., & Sturaro, E.
- Affiliations
- University of Padua (IT)
- University of Udine (IT)
- Corresponding author
- Berton, M.
- Venue
- Journal of Cleaner Production
- Publisher
- Elsevier BV
- Published
- 2021-06
- Volume
- 303
- Pages
- 127056
- ISSN
- 0959-6526 (ISSN-L)
- OpenAlex
- W3154988323
- Cited by
- 58
- References
- 4
- Citations by year
- 2026: 9 · 2025: 15 · 2024: 17 · 2023: 4 · 2022: 8 · 2021: 5
- FWCI
- 3.22
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Cleaner Production (publishedVersion, cc-by-nc-nd)
- Institutional Research Information System (University of Udine) (submittedVersion, cc-by-nc-nd)
- Padua Research Archive (University of Padova) (submittedVersion, cc-by-nc-nd)
- Funders
- Interreg (ITAT2009)
- Topics
- Physical Sciences › Environmental Science › Environmental Chemistry › Sustainable Agricultural Systems Analysis
- Physical Sciences › Environmental Science › Ecology › Agriculture Sustainability and Environmental Impact
- Physical Sciences › Environmental Science › Environmental Engineering › Environmental Impact and Sustainability
- Keywords
- dairy production, dairy processing, Eastern Alps, global warming potential, land use change, acidification, eutrophication, cumulative energy demand, land occupation, animal feed, milk yield, stocking rate, concentrates, mitigation measures
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