Volume contents
Clim Res 94:71-79 (2025)

Proxy record selection to refine Holocene temperature reconstruction in Europe

ABSTRACT: 

Holocene climate reconstructions are characterized by rather smooth temperature trends owing to the low temporal resolution, dating uncertainty, and non-climatic noise of underlying proxy records. In this study, we apply methods to refine such reconstructions in Europe by calibrating a network of 126 low-resolution Holocene proxies against a continental-scale (smoothed) high-resolution temperature reconstruction over the past 2000 yr. This approach differentiates between 35 records that correlate with the shorter continental reconstruction, and 91 records that do not correlate or have other issues such as abrupt variance, temperature level, or temporal resolution changes. The separation into ‘calibrating’ and ‘non-calibrating’ proxies has limited statistical skill, however. This is because the smoothed record autocorrelations exceed r = 0.99 and constrain the degrees of freedom of any correlation-based analysis. The selection based on fit with a common target naturally increases covariance among the records, from an inter-series correlation (Rbar) of 0.00 for all 126 proxies, to Rbar = 0.33 for the 35 calibrating proxies over the Common Era (CE). Covariance in the latter group also reached Rbar = 0.30 during the period Before the Common Era (BCE), compared to Rbar = 0.04 among the non-calibrating proxies. This increase in covariance prior to the CE, while not statistically significant, indicates that the selection process based on fit with a much shorter, 2000 yr target may have improved the temperature reconstruction over the Holocene.

KEYWORDS

Allen JR, Huntley B, Watts WA (1996) The vegetation and climate of northwest Iberia over the last 14000 years. J Quat Sci 11:125-147 Crossref

Bigler C, Barnekow L, Heinrichs M, Hall RI (2006) Holocene environmental history of Lake Vuolep Njakajaure (Abisko National Park, northern Sweden) reconstructed using biological proxy indicators. Veg Hist Archaeobot 15:309-320 Crossref

Binka K, Madeyska T, Marciniak B, Seroczynska K, Wieckowski K (1988) Bledowo Lake (central Poland): history of vegetation and lake development during the last 12 kyr. Bull Acad Pol Sci 36:147-158

Bova S, Rosenthal Y, Liu Z, Godad SP, Yan M (2021) Seasonal origin of the thermal maxima at the Holocene and the Last Interglacial. Nature 589:548-553 PubMed Crossref

Braconnot P, Harrison SP, Kageyama M, Bartlein PJ and others (2012) Evaluation of climate models using palaeoclimatic data. Nat Clim Change 2:417-424 Crossref

Büntgen U (2022) Scrutinizing tree-ring parameters for Holocene climate reconstructions. Wiley Interdiscip Rev Clim Change 13:e778 Crossref

Büntgen U, Myglan VS, Ljungqvist FC, McCormick M and others (2016) Cooling and societal change during the Late Antique Little Ice Age from 536 to around 660 AD. Nat Geosci 9:231-236 Crossref

Cartapanis O, Jonkers L, Moffa-Sanchez P, Jaccard SL, de Vernal A (2022) Complex spatio-temporal structure of the Holocene thermal maximum. Nat Commun 13:5662 PubMed Crossref

Chevalier M, Davis BA, Heiri O, Seppä H and others (2020) Pollen-based climate reconstruction techniques for Late Quaternary studies. Earth Sci Rev 210:103384 Crossref

Cleveland WS (1979) Robust locally weighted regression and smoothing scatterplots. J Am Stat Assoc 74:829-836 Crossref

Cook ER, Kairiukstis LA (eds) (1990) Methods of dendrochronology: applications in the environmental sciences. Kluwer Academic Publishers, Dordrecht

Davis BA, Brewer S, Stevenson AC, Guiot J and others (2003) The temperature of Europe during the Holocene reconstructed from pollen data. Quat Sci Rev 22:1701-1716 Crossref

Esper J, Frank D (2009) The IPCC on a heterogeneous medieval warm period. Clim Change 94:267-273 Crossref

Esper J, Frank DC, Wilson RJ, Briffa KR (2005) Effect of scaling and regression on reconstructed temperature amplitude for the past millennium. Geophys Res Lett 32:L07711 Crossref

Esper J, Frank DC, Timonen M, Zorita E and others (2012) Orbital forcing of tree-ring data. Nat Clim Change 2:862-866 Crossref

Esper J, Torbenson M, Büntgen U (2024) 2023 summer warmth unparalleled over the past 2,000 years. Nature 631:94-97 PubMed Crossref

Esper J, Schulz P, Büntgen U (2024) Is recent warming exceeding the range of the past 125000 years? Atmosphere 15:405 Crossref

Essell H, Krusic PJ, Esper J, Wagner S and others (2023) A frequency-optimised temperature record for the Holocene. Environ Res Lett 18:114022 Crossref

Essell H, Esper J, Wanner H, Büntgen U (2024) Rethinking the Holocene temperature conundrum. Clim Res 92:61-64 Crossref

Grudd H, Briffa KR, Karlén W, Bartholin TS, Jones PD, Kromer B (2002) A 7400-year tree-ring chronology in northern Swedish Lapland: natural climatic variability expressed on annual to millennial timescales. Holocene 12:657-665 Crossref

Heeb K, Welten M (1972) Moore und Vegetationsgeschichte der Schwarzenegg und des Molassevorlandes zwischen dem Aaretal unterhalb Thun und dem obern Emmental. Mitt Naturforsch Ges Bern 29:3-54

Ilyashuk EA, Koinig KA, Heiri O, Ilyashuk BP, Psenner R (2011) Holocene temperature variations at a high-altitude site in the Eastern Alps: a chironomid record from Schwarzsee ob Sölden, Austria. Quat Sci Rev 30:176-191 PubMed Crossref

IPCC (2021) Climate change 2021: the physical science basis. In: Masson-Delmotte V, Zhai P, Pirani A, Connors SL and others (eds) Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Technical summary. Cambridge University Press, Cambridge Crossref

Kaufman D, McKay N, Routson C, Erb M and others (2020) A global database of Holocene paleotemperature records. Sci Data 7:1-34 Crossref

Kaufman D, McKay N, Routson C, Erb M and others (2020) Holocene global mean surface temperature, a multi-method reconstruction approach. Sci Data 7:201 PubMed Crossref

Koff T (1990) Reconstruction of palaeogeographical conditions in NE Estonia on the basis of bog and lake deposits. In: Proceedings of the Estonian-Finnish seminar on environmental questions, Joensuu, 21-23 August 1989. University of Joensuu, p 99-115

Laepple T, Ziegler E, Weitzel N, Hébert R and others (2023) Regional but not global temperature variability underestimated by climate models at supradecadal timescales. Nat Geosci 16:958-966 Crossref

Luterbacher J, Werner JP, Smerdon JE, Fernández-Donado L and others (2016) European summer temperatures since Roman times. Environ Res Lett 11:024001 Crossref

Marcott SA, Shakun JD, Clark PU, Mix AC (2013) A reconstruction of regional and global temperature for the past 11,300 years. Science 339:1198-1201 PubMed Crossref

Marsicek J, Shuman BN, Bartlein PJ, Shafer SL, Brewer S (2018) Reconciling divergent trends and millennial variations in Holocene temperatures. Nature 554:92-96 PubMed Crossref

McKay NP, Emile-Geay J (2016) The Linked Paleo Data framework: a common tongue for paleoclimatology. Clim Past 12:1093-1100 Crossref

Osman MB, Tierney JE, Zhu J, Tardif R, Hakim GJ, King J, Poulsen CJ (2021) Globally resolved surface temperatures since the Last Glacial Maximum. Nature 599:239-244 PubMed Crossref

Savitzky A, Golay MJ (1964) Smoothing and differentiation of data by simplified least squares procedures. Anal Chem 36:1627-1639 Crossref

Seppä H, Bjune AE, Telford RJ, Birks HJB, Veski S (2009) Last nine-thousand years of temperature variability in Northern Europe. Clim Past 5:523-535 Crossref

Sundqvist HS, Kaufman DS, McKay NP, Balascio NL and others (2014) Arctic Holocene proxy climate database: new approaches to assessing geochronological accuracy and encoding climate variables. Clim Past 10:1605-1631 Crossref

van Zeist W (1964) A paleobotanical study of some bogs in western Brittany (Finistère), France. Palaeohistoria 10:157-180

Wanner H, Beer J, Bütikofer J, Crowley TJ and others (2008) Mid- to Late Holocene climate change: an overview. Quat Sci Rev 27:1791-1828 Crossref

Wanner H, Mercolli L, Grosjean M, Ritz SP (2015) Holocene climate variability and change: a data-based review. J Geol Soc Lond 172:254-263 Crossref

Wanner H, Pfister C, Neukom R (2022) The variable European Little Ice Age. Quat Sci Rev 287:107531 Crossref

Jan Esper (Corresponding Author)

  • Department of Geography, Johannes Gutenberg University, 55099 Mainz, Germany

esper@uni-mainz.de

Edurne Martinez del Castillo (Co-author)

  • Department of Geography, Johannes Gutenberg University, 55099 Mainz, Germany

Manuel Chevalier (Co-author)

  • Institute of Geosciences, University of Bonn, 53121 Bonn, Germany

Tito Arosio (Co-author)

  • Department of Geography, University of Cambridge, CB2 3EN Cambridge, United Kingdom
  • Department of Geography, University of Cambridge, CB2 3EN Cambridge, UK

Ulf Büntgen (Co-author)

  • Global Change Research Institute, Czech Academy of Sciences, Brno 603 00, Czech Republic

Handling Editor:
Nils Christian, Stenseth, Oslo, Norway

Reviewers:
2 anonymous referees

Acknowledgements:

This study was supported by the European Research Council (ERC) advanced grant MONOSTAR (AdG 882727), ERC synergy grant Synergy-Plague (#101118880), the Czech Science Foundation grant HYDRO8 (23-08049 S), European Union (EU) project AdAgriF (CZ.02.01.01/00/22_008/0004635), and Bundesministerium für Bildung, Forschung, Technologie und Raumfahrt (BMBF) project PalMod III (01LP2308B).

© Inter-Research 2025.