References
- 1Ahrends, A, Rahbek, C, Bulling, MT, Burgess, ND, Platts, PJ, Lovett, JC, Kindemba, VW, Owen, N, Sallu, AN, Marshall, AR, Mhoro, BE, Fanning, E and Marchant, R. 2011. Conservation and the botanist effect. Biological Conservation, 144(1): 131–140. DOI: 10.1016/j.biocon.2010.08.008
- 2Balázs, B, Mooney, P, Nováková, E, Bastin, L and Arsanjani, JJ. 2021.
The Science of Citizen Science . In: Vohland, K, Land- Zandstra, A, Ceccaroni, L, Lemmens, R, Perello, J, Ponti, M, Samon, R and Wagenknecht, K, The Science of Citizen Science. Cham: Springer. pp. 139–197. DOI: 10.1007/978-3-030-58278-4_8 - 3Becker-Klein, R, Peterman, K, Stylinski, C. 2016. Embedded Assessment as an Essential Method for Understanding Public Engagement in Citizen Science. Citizen Science: Theory and Practice, 1(1): 8. DOI: 10.5334/cstp.15
- 4Bell, S, Marzano, M, Cent, J, Kobierska, H, Podjed, D, Vandzinskaite, D, Reinert, H, Armaitiene, A, Grodzińska-Jurczak, M and Muršič, R. 2008. What counts? Volunteers and their organisations in the recording and monitoring of biodiversity. Biological Conservation, 17: 3443–3454. DOI: 10.1007/s10531-008-9357-9
- 5Bird, TJ, Bates, AE, Lefcheck, JS, Hill, NA, Thomson, RJ, Edgar, GJ, Stuart-Smith, RD, Wotherspoon, S, Krkosek, M, Stuart-Smith, JF, Pecl, GT, Barrett, N and Frusher, S. 2014 Statistical solutions for error and bias in global citizen science datasets. Biological Conservation, 173: 144–154. DOI: 10.1016/j.biocon.2013.07.037
- 6Bloom, EH and Crowder, DW. 2020. Promoting Data Collection in Pollinator Citizen Science Projects. Citizen Science: Theory and Practice, 5(1): 1–12. DOI: 10.5334/cstp.217
- 7Bock, CE and Root, TL. 1981. The Christmas Bird Count and Avian Ecology. Studies in Avian Biology, 6: 17–23.
- 8Bonney, R, Cooper, CB, Dickinson, J, Kelling, S, Phillips, T, Rosenberg, KV and Shirk, J. 2009. Citizen Science: A developing tool for expanding science knowledge and scientific literacy. BioScience, 59(11): 977–984. DOI: 10.1525/bio.2009.59.11.9
- 9Bonter, DN and Greig, E. 2021. Over 30 Years of Standardized Bird Counts at Supplementary Feeding Stations in North America: A Citizen Science Data Report for Project FeederWatch. Frontiers in Ecology and Evolution, 9:
619682 . DOI: 10.3389/fevo.2021.619682 - 10Brown, ED and Williams, BK. 2019. The potential for citizen science to produce reliable and useful information in ecology. Conservation Biology, 33: 561–569. DOI: 10.1111/cobi.13223
- 11Buckland, JF, Anderson, DR, Burnham, KP, Laake, TL, Borchers, DL and Thomas, L. 2001. Introduction to distance sampling: Estimating abundance of biological populations. Oxford: Oxford University Press.
- 12Burgess, HK, DeBey, LB, Froehlich, HE, Schmidt, N, Theobald, EJ, Ettinger, AK, HilleRisLambers, J, Tewksbury, J and Parrish, JK. 2017. The science of citizen science: Exploring barriers to use as a primary research tool. Biological Conservation, 208: 113–120. DOI: 10.1016/j.biocon.2016.05.014
- 13Callaghan, CT and Gawlik, DE. 2015. Efficacy of eBird data as an aid in conservation planning and monitoring. Journal of Field Ornithology, 86(4): 298–304. DOI: 10.1111/jofo.12121
- 14Callaghan, CT, Rowley, JJ, Cornwell, WK, Poore, AGB and Major, RE. 2019. Improving big citizen science data: Moving beyond haphazard sampling. PLoS Biology, 17(6):
e3000357 . DOI: 10.1371/journal.pbio.3000357 - 15Connors, JP, Lei, S and Kelly, M. 2012. Citizen Science in the Age of Neogeography: Utilizing Volunteered Geographic Information for Environmental Monitoring Citizen Science in the Age of Neogeography: Utilizing Volunteered Geographic Information for Environmental Monitoring. Annals of the Association of American Geographers, 102(6): 37–41. DOI: 10.1080/00045608.2011.627058
- 16Costa, H, Foody, GM, Jiménez, S and Silva, L. 2015. Impacts of Species Misidentification on Species Distribution Modeling with Presence-Only Data. International Journal of Geo-Information, 4(4): 2496–2518. DOI: 10.3390/ijgi4042496
- 17Cox, TE, Philippoff, J, Baumgartner, E and Smith, CM. 2012. Expert variability provides perspective on the strengths and weaknesses of citizen-driven intertidal monitoring program. Ecological Applications, 22(4): 1201–1212. DOI: 10.1890/11-1614.1
- 18Crall, A, Newman, G, Jarnevich, C, Stohlgren, T, Waller, D and Graham, J. 2010. Improving and integrating data on invasive species collected by citizen scientists. Biological Invasions, 12: 3419–3428. DOI: 10.1007/s10530-010-9740-9
- 19Crall, AW, Jordan, R, Holfelder, K, Newman, GJ, Graham, J and Waller, DM. 2013. The impacts of an invasive species citizen science training program on participant attitudes, behavior, and science literacy. Public Understanding of Science, 22(6): 745–764. DOI: 10.1177/0963662511434894
- 20Danielsen, F, Jensen, PM, Burgess, ND, Altamirano, R, Alviola, PA, Andrianandrasana, H, Brashares, JS, Burton, AC, Coronado, I, Corpuz, N, Enghoff, M, Fjeldså, J, Funder, M, Holt, S, Hübertz, H, Jensen, AE, Lewis, R, Massao, J, Mendoza, MM, Ngaga, Y, Pipper, CB, Poulsen, MK, Rueda, RM, Sam, MK, Skielboe, T, Sørensen, M and Young, R. 2014. A multicountry assessment of tropical resource monitoring by local communities. BioScience, 64(3): 236–251. DOI: 10.1093/biosci/biu001
- 21Day, G, Fuller, RA, Nichols, C and Dean, AJ. 2022. Characteristics of immersive citizen science experiences that drive conservation engagement. People and Nature, 4: 983–995. DOI: 10.1002/pan3.10332
- 22Dickinson, JL, Zuckerberg, B and Bonter, DN. 2010. Citizen Science as an Ecological Research Tool: Challenges and Benefits. Annual Review of Ecology, Evolution, and Systematics, 41: 149–172. DOI: 10.1146/annurev-ecolsys-102209-144636
- 23Gorleri, FC and Areta, JI. 2021. Misidentifications in citizen science bias the phenological estimates of two hard-to-identify Elaenia flycatchers. Ibis, 164: 13–26. DOI: 10.1111/ibi.12985
- 24Finn, PG, Udy, NS, Baltais, SJ, Price, K and Coles, L. 2010. Assessing the quality of seagrass data collected by community volunteers in Moreton Bay Marine Park, Australia. Environmental Conservation, 37(1): 83–89. DOI: 10.1017/S0376892910000251
- 25Follett, R and Strezov, V. 2015. An Analysis of Citizen Science Based Research: Usage and Publication Patterns. PLOS ONE, 10(11):
e0143687 . DOI: 10.1371/journal.pone.0143687 - 26Forrester, G, Baily, P, Conetta, D, Forrester, L, Kintzing, E and Jarecki, L. 2015. Comparing monitoring data collected by volunteers and professionals shows that citizen scientists can detect long-term change on coral reefs. Journal for Nature Conservation, 24(C): 1–9. DOI: 10.1016/j.jnc.2015.01.002
- 27Forrester, TD, Baker, M, Costello, R, Kays, R, Parsons, AW and McShea, WJ. 2017. Creating advocates for mammal conservation through citizen science. Biological Conservation, 208: 98–105. DOI: 10.1016/j.biocon.2016.06.025
- 28Fraixedas, S, Linden, A, Piha, M, Cabeza, M, Gregory, R and Lehikoinen, A. 2020. A state-of-the-art review on birds as indicators of biodiversity: Advances, challenges, and future directions. Ecological Indicators, 118:
106728 . DOI: 10.1016/j.ecolind.2020.106728 - 29Freitag, A, Meyer, R and Whiteman, L. 2016. Strategies Employed by Citizen Science Programs to Increase the Credibility of Their Data. Citizen Science: Theory and Practice, 1(1): 2. DOI: 10.5334/cstp.6
- 30Gazdic, M and Groom, Q. 2019. iNaturalist is an Unexploited Source of Plant-Insect Interaction Data. Biodiversity Information Science and Standards, 3:
e37303 . DOI: 10.3897/biss.3.37303 - 31Genet, KS and Sargent, LG. 2003. Evaluation of methods and data quality from a volunteer-based amphibian call survey. Wildlife Society Bulletin, 31(3): 703–714. DOI:
https://www.jstor.org/stable/3784590 - 32Gorleri, FC and Areta, JI. 2021. Misidentifications in citizen science bias the phenological estimates of two hard-to-identify Elaenia flycatchers. Ibis, 164: 13–26. DOI: 10.1111/ibi.12985
- 33Gorleri, FC, Jordan, EA, Roesler, I, Monteleone, D and Areta, JI. 2022. Using photographic records to quantify accuracy of bird identification in citizen science data. International Journal of Avian Science. DOI: 10.1111/ibi.13137
- 34Greenwood, JJ. 2007. Citizens, science and bird conservation. Journal of Ornithology, 148: 77–124. DOI: 10.1007/s10336-007-0239-9
- 35Hanni, DJ, White, CM, Van Lanen, NJ, Birek, JJ, Berven, JM and McLaren, MF. 2015.
Integrated Monitoring in Bird Conservation Regions (IMBCR): Field protocol for spatially-balanced sampling of landbird populations . Unpublished report. Rocky Mountain Bird Observatory, Brighton, Colorado, USA. - 36Heinisch, B, Oswald, K, Weisspflug, M, Shuttleworth, S and Belknap, G. 2021.
Citizen Humanities . In: Vohland, K, Land- Zandstra, A, Ceccaroni, L, Lemmens, R, Perello, J, Ponti, M, Samon, R and Wagenknecht, K (eds.) The Science of Citizen Science. Cham: Springer. pp. 97–118. - 37Heller, EL, Kerr, KCR, Dahlan, NF, Dove, CJ and Walters, EL. 2016. Overcoming challenges to morphological and molecular identification of Empidonax flycatchers: a case study with a Dusky Flycatcher. Journal of Field Ornithology, 87(1): 96–103. DOI: 10.1111/jofo.12132
- 38Herman-Mercer, N, Antweiler, R, Wilson, N, Mutter, E, Toohey, R and Schuster, P. 2018. Data Quality from a Community-Based, Water-Quality Monitoring Project in the Yukon River Basin. Citizen Science: Theory and Practice, 3(2): 1–13, DOI: 10.5334/cstp.123
- 39Hull, JM, Fish, AM, Keane, JJ, Mori, SR, Sacks, BN and Hull, AG. 2010. Estimation of Species Identification Error: Implications for Raptor Migration Counts and Trend Estimation. The Journal of Wildlife Management, 74(6): 1326–1334. DOI: 10.1111/j.1937-2817.2010.tb01254.x
- 40Jackson, MM, Gergel, SE and Martin, K. 2015. Citizen science and field survey observations provide comparable results for mapping Vancouver Island White-tailed Ptarmigan (Lagopus leucura saxatilis) distributions. Biological Conservation, 181: 162–172. DOI: 10.1016/j.biocon.2014.11.010
- 41Johnston, A, Hochachka, WM, Strimas-Mackey, ME, Ruiz Gutierrez, V, Robinson, OJ, Miller, ET, Auer, T, Kelling, ST and Fink, D. 2021. Analytical guidelines to increase the value of community science data: An example using eBird data to estimate species distributions. Diversity and Distributions, 27: 1135–1333. DOI: 10.1111/ddi.13271
- 42Jordan, RC, Ballard, HL and Phillips, TB. 2012. Key issues and new approaches for evaluating citizen science learning outcomes. Frontiers in Ecology and the Environment, 10(6): 307–309. DOI: 10.1890/110280
- 43Kelling, S, Johnston, A, Hochachka, WM, Iliff, M, Fink, D, Gerbracht, J, Lagoze, C, La Sorte, FA, Moore, T, Wiggins, A, Wong, WK, Wood, C and Yu, J. 2015. Can observation skills of citizen scientists be estimated using species accumulation curves? PLoS One, 10(10). DOI: 10.1371/journal.pone.0139600
- 44Kosmala, M, Wiggins, A, Swanson, A and Simmons, B. 2016. Assessing data quality in citizen science. Frontiers in Ecology and the Environment, 14(10): 551–560. DOI: 10.1002/fee.1436
- 45Lasky, M, Parsons, A, Schuttler, S, Mash, A, Larson, L, Norton, B, Pease, B, Boone, H, Gatens, L and Kays, R. 2021. Candid Critters: Challenges and Solutions in a Large-Scale Citizen Science Camera Trap Project. Citizen Science: Theory and Practice, 6(1): 4. DOI: 10.5334/cstp.343
- 46Lawrence, A and Turnhout, E. 2010. Personal meaning in the public sphere: the standardisation and rationalisation of biodiversity data in the UK and the Netherlands. Journal of Rural Studies, 26: 353–360. DOI: 10.1016/j.jrurstud.2010.02.001
- 47Li, E, Parker, SS, Pauly, GB, Randall, JM, Brown, BV and Cohen, BS. 2019. An urban biodiversity assessment framework that combines an urban habitat classification scheme and citizen science data. Frontiers in Ecology and Evolution, 7: 277. DOI: 10.3389/fevo.2019.00277
- 48MacKenzie, DI, Nicholls, JD, Royle, JA, Pollock, KA, Bailey, LL and Hines, JE. 2006. Occupancy estimation and modeling: inferring patterns and dynamics of species occurrence. Elsevier, Boston, Massachusetts.
- 49Mattson, MD, Walk, MF, Kerr, PA, Slepski, AM, Zajicek, OT and Godfrey, PJ. 1994. Quality assurance testing for a large scale volunteer monitoring program: The acid rain monitoring project. Lake and Reservoir Management, 9(1): 10–13. DOI: 10.1080/07438149409354715
- 50Merenlender, AM, Crall, AW, Drill, S, Prysby, M and Ballard, H. 2016. Evaluating environmental education, citizen science, and stewardship through naturalist programs. Conservation Biology, 30(6): 1255–65. DOI: 10.1111/cobi.12737
- 51National Academies of Sciences, Engineering and Medicine (NASEM). 2018. Learning Through Citizen Science: Enhancing Opportunities by Design. Washington, DC: The National Academies Press. DOI: 10.17226/25183
- 52Newman, C, Buesching, CD and Macdonald, DW. 2003. Validating mammal monitoring methods and assessing the performance of volunteers in wildlife conservation – “Sed quis custodiet ipsos custodies?”. Biological Conservation, 113(2): 189–197. DOI: 10.1016/S0006-3207(02)00374-9
- 53Newman, G, Crall, A, Laituri, M, Graham, J, Stohlgren, T, Moore, JC, Kodrich, K and Holfelder, KA. 2010. Teaching Citizen Science Skills Online: Implications for Invasive Species Training Programs. Applied Environmental Education & Communication, 9(4): 276–286. DOI: 10.1080/1533015X.2010.530896
- 54Nicholson, E, Ryan, J and Hodgkins, D. 2002. Community data – where does the value lie? Assessing confidence limits of community collected water quality data. Water Science & Technology, 45(11): 193–200. DOI: 10.2166/wst.2002.0395
- 55Pandya, RE. 2012. A framework for engaging diverse communities in citizen science in the US. Frontiers in Ecology and the Environment, 10: 314–317. DOI: 10.1890/120007
- 56Peters, M, Eames, C and Hamilton, D. 2015. The use and value of citizen science data in New Zealand. Journal of the Royal Society of New Zealand, 45: 151–160. DOI: 10.1080/03036758.2015.1051549
- 57Prysby, MD and Oberhauser, KS. 2004.
Temporal and geographic variation in monarch densities: Citizen scientists document monarch population patterns . In: Oberhauser, KS and Solensky, MJ (eds.) The Monarch Butterfly: Biology and Conservation. Ithaca, NY: Cornell University Press. pp. 9–20. - 58Ralph, CJ, Sauer, JR and Droege, S. 1995. Monitoring bird populations by point counts. Albany, CA: U.S. Department of Agriculture, Forest Service General Technical Report. PSW-GTR-149, Pacific Southwest Research Station. DOI: 10.2737/PSW-GTR-149
- 59Randler, C. 2021.Users of a citizen science platform for bird data collection differ from other birdwatchers in knowledge and degree of specialization. Global Ecology and Conservation, 27:
e01580 . DOI: 10.1016/j.gecco.2021.e01580 - 60Ratnieks, FLW, Schrell, F, Sheppard, RC, Brown, E, Bristow, OE and Garbuzov, M. 2016. Data reliability in citizen science: learning curve and the effects of training method, volunteer background and experience on identification accuracy of insects visiting ivy flowers. Methods in Ecology and Evolution, 7(10): 1226–1235. DOI: 10.1111/2041-210X.12581
- 61Rigby, EA and Johnson, DH. 2019. Factors affecting detection probability, effective area surveyed, and species misidentification in grassland bird point counts. The Condor, 121(3):
duz030 . DOI: 10.1093/condor/duz030 - 62Ruiz-Gutierrez, V, Bjerre, ER, Otto, MC, Zimmerman, GS, Millsap, BA, Fink, D, Stuber, EF, Strimas-Mackey, M and Robinson, OJ. 2021. A pathway for citizen science data to inform policy: A case study using eBird data for defining low-risk collision areas for wind energy development. Journal of Applied Ecology, 58(6): 1104–1111. DOI: 10.1111/1365-2664.13870
- 63Russo, D, Ancillotto, L and Jones, G. 2017. Bats are still not birds in the digital era: echolocation call variation and why it matters for bat species identification. Canadian Journal of Zoology, 96(2). DOI: 10.1139/cjz-2017-0089
- 64Sauer, JR, Link, WA, Fallon, JE, Pardieck, KL and Ziolkowski, DJ. 2013. The North American Breeding Bird Survey 1966–2011: Summary analysis and species accounts. North American Fauna, 79(79): 1–32. DOI: 10.3996/nafa.79.0001
- 65Shochat, E, Lerman, S and Fernández-Juricic, E. 2010. Birds in Urban Ecosystems: Population Dynamics, Community Structure, Biodiversity, and Conservation. Urban Ecosystem Ecology, 55. DOI: 10.2134/agronmonogr55.c4
- 66Silvertown, J, Buesching, CD, Jacobson, SK and Rebelo, T. 2013.
Citizen science and nature conservation . In: Macdonald, DW and Willis, KJ (eds.), Key Topics in Conservation Biology, Malden, MA: Wiley-Blackwell. pp. 124–142. DOI: 10.1002/9781118520178.ch8 - 67Sorensen, AE, Jordan, RC, LaDeau, SL, Biehler, D, Wilson, S, Pitas, J-H and Leisnham, PT. 2019. Reflecting on Efforts to Design an Inclusive Citizen Science Project in West Baltimore. Citizen Science: Theory and Practice, 4(1): 1–12. DOI: 10.5334/cstp.170
- 68Stylinski, CD, Peterman, K, Phillips, T, Linhard, J, BeckerKlein, R. 2020. Assessing science inquiry skills of citizen science volunteers: a snapshot of the field. International Journal of Science Education, Part B, 10(1): 77–92. DOI: 10.1080/21548455.2020.1719288
- 69Sullivan, BL, Wood, CL, Iliff, MJ, Bonney, RE, Fink, D and Kelling, S. 2009. eBird: a citizen-based bird observation network in the biological sciences. Biological Conservation, 142(10): 2282–2292. DOI: 10.1016/j.biocon.2009.05.006
- 70Team eBird. 2021. eBird passes 1 billion bird observations. eBird News, 12 May [
https://ebird.org/news/ebird-passes-1-billion-bird-observations last accessed October 29, 2022]. - 71Thompson, AA and Mapstone, BD. 1997. Observer effects and training in underwater visual surveys of reef fishes. Marine Ecology Progress Series, 154: 53–63. DOI: 10.3354/meps154053
- 72Tulloch, AIT, Possingham, HP, Joseph, LN, Szabo, J and Martin, TG. 2013. Realising the full potential of citizen science monitoring programs. Biological Conservation, 165: 128–138. DOI: 10.1016/j.biocon.2013.05.025
- 73Tyre, AJ, Tenhumberg, B, Field, SA, Niejalke, D, Parris, K and Possingham, HP. 2003. Improving precision and reducing bias in biological surveys: estimating false-negative error rates. Ecological Applications, 13(6): 1790–1801. DOI: 10.1890/02-5078
- 74Unger, S, Rollins, M, Tietz, A and Dumais, H. 2021. iNaturalist as an engaging tool for identifying organisms in outdoor activities. Journal of Biological Education, 55(5): 537–547. DOI: 10.1080/00219266.2020.1739114
- 75Urick, M. 2016. Adapting training to meet the preferred learning styles of different generations. International Journal of Training and Development, 21(1): 53–59. DOI: 10.1111/ijtd.12093
- 76van der Velde, T, Milton, DA, Lawson, TJ, Wilcox, C, Lansdell, M, Davis, G, Perkins, G and Hardesty, BD. 2017. Comparison of marine debris data collected by researchers and citizen scientists: Is citizen science data worth the effort? Biological Conservation, 208: 127–138. DOI: 10.1016/j.biocon.2016.05.025
- 77van der Wal, R, Sharma, N, Mellish, C, Robinson, A and Siddharthan, A. 2016. The role of automated feedback in training and retaining biological recorders for citizen science. Conservation Biology, 30(3): 550–561. DOI: 10.1111/cobi.12705
- 78Walker, J and Taylor, PD. 2017. Using eBird data to model population change of migratory bird species. Avian Conservation and Ecology, 12(1): 4. DOI: 10.5751/ACE-00960-120104
- 79Wilkins, EJ, Cole, NW, Miller, HM, Schuster, RM, Dayer, AA, Duberstein, JN and Raedeke, AH. 2019. Rural-urban differences in hunting and birdwatching attitudes and participation intent. Human Dimensions of Wildlife, 24(6): 530–547. DOI: 10.1080/10871209.2019.1661046
- 80Young, JS, Ammon, EM, Weisberg, PJ, Dilts, TE, Newton, WE, Wong-Kone, DC and Heki, LG. 2013. Comparison of bird community indices for riparian restoration planning and monitoring. Ecological Indicators, 34: 159–167. DOI: 10.1016/j.ecolind.2013.05.004
- 81Yu, J, Hutchinson, R and Wong, WK. 2014. A Latent Variable Model for Discovering Bird Species Commonly Misidentified by Citizen Scientists. Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 28(1). DOI: 10.1609/aaai.v28i1.8763
