Data from: Indigenous and Western frameworks reveal bias in the scientific literature on salmon’s contributions to social-ecological systems
Data files
Feb 13, 2026 version files 477.44 KB
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README.md
7.74 KB
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S1._Spreadsheet_of_raw_data_(3).xlsx
213.78 KB
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S2._Spreadsheet_of_coded_sentences_(4).xlsx
219.15 KB
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S3._Comprehensive_List_of_Contributions__excluding_reviews_(3).xlsx
36.76 KB
Abstract
Benefits and values of natural-origin and hatchery-origin salmon, the latter representing a key component of salmon management along the west coast of North America, have yet to be described in a way that relies on both Western and Indigenous perspectives. We characterize the social-ecological roles of anadromous Pacific salmon and trout, as depicted in peer-reviewed literature, in a systematic review. We identified 155 papers that met our criteria based on a systematic review of 685 published papers found through Web of Science. We used two existing frameworks – Common International Classification of Ecosystem Services (CICES) and Earth Economics’ Sociocultural Framework on the Significance of Salmon for Tribes and First Nations (EEScF) – to review and characterize ecosystem services and values of salmon in general and hatchery-origin salmon. We found that most of the values described were ecological rather than sociocultural, mapped more onto CICES than EEScF, and did not consider hatchery-origin salmon. Applying the CICES framework, authors frequently described how salmon provide nutrients and energy to various systems and organisms, regulate freshwater chemistry, and have significance for culture or heritage. Some of these benefits had equivalent values within EEScF, although far fewer of the references in the literature addressed attributes of this framework relative to CICES. Within EEScF, the importance of salmon as food was most frequently described, followed by the significance of salmon for Indigenous management systems. We recommend broadening research and management to reflect the multiple perspectives of the value of Pacific salmon to ecosystems, Indigenous peoples, and local communities, including the contributions of hatchery-origin salmon.
Dataset DOI: 10.5061/dryad.q573n5twf
Description of the data and file structure
This data supports work to characterize the social-ecological roles of anadromous Pacific salmon and trout, as depicted in peer-reviewed literature, in a systematic review. Authors reviewed 155 papers and used two existing frameworks – Common International Classification of Ecosystem Services (CICES) and Earth Economics’ Sociocultural Framework on the Significance of Salmon for Tribes and First Nations (EEScF) – to review and characterize ecosystem services and values of salmon in general and hatchery-origin salmon. Our findings are intended to support management decisions in the salmon recovery and hatchery management sectors.
Files and variables
File: S1._Spreadsheet_of_raw_data_(3).xlsx
Description: Spreadsheet of the raw qualitative data, including extracted sentences and assigned beneficiaries and recipients.
Variables
- Paper_Number: Assigned numeric value within selected papers.
- Full_citation: Discrete qualitative variables, citation in APA format.
- Journal: Categorical, the journal in which the paper was published.
- Type_of_paper: Categorical, with values "observational", "modeling", "experiment", "survey", "perspective", "review", "case study", "multiple case studies", or a combination therein.
- Lead_author_discipline: Open-ended, qualitative description to provide context into author's professional background.
- Briefly_what_is_this_paper_about?: Open-ended, qualitative description of the paper's content.
- Type_of_salmon: Open-ended qualitative descriptor to capture species information. "Not specified" where authors did not include.
- Region: Categorical, with values "PNW_USA", "PNW_Canada", "Russia", "Great Lakes", "West_USA", "Japan", "Sweden", "SW_USA", "Chile", "Norway", and "N/A"
- State_Country: Qualitative descriptor of state, region, and country, where provided.
- Location: Qualitative descriptor of location, as provided in the paper.
- Essential_notes: Qualitative open ended points for quick recollection by manuscript authors.
- Benefit_n: Cells contain qualitative information on the Ecosystem Service Beneficiary (ESB), Ecosystem Service Provider (ESP), and the in-text sentence containing the information. N/A values indicate that a paper had fewer services relative to other papers.
File: S2._Spreadsheet_of_coded_sentences_(4).xlsx
Description: Spreadsheet of coded sentences.
Variables
- Paper_Number: Assigned numeric value within selected papers. Matches value in S1 of the associated manuscript.
- Type_of_salmon: Qualitative information on what species are referred to by the paper in question.
- Category: Categorical variable describing whether the ecosystem service beneficiary is sociological, ecological, or both, with values "eco", "socio", and "both".
- ESB: Qualitative descriptor of the ecosystem service beneficiary; matching value from corresponding "Benefit_n" cell in S1.
- ESP: Qualitative descriptor of the ecosystem service provider; matching value from corresponding "Benefit_n" cell in S1.
- Hatchery_fish: Categorical variable with possible values "No" or "Yes".
- Sentence_about_service: Text from the numbered paper that describes the service; matches value from corresponding "Benefit_n" cell in S1.
- Service_in_my_words: Qualitative shorthand descriptor by the author to aid in coding via both frameworks.
- Type_of_interaction: Categorical variable with possible values "Indirect", "Direct", "Direct, Indirect", or "Unclear"; describes nature of interaction between ecosystem service provider/s and beneficiary/ies.
- CICES_section1: Categorical descriptor of corresponding section within Common International Classification of Ecosystem Services (CICES) framework, first of three.
- CICES_division1: Categorical descriptor of corresponding division within CICES framework, first of three.
- CICES_group1: Categorical descriptor of corresponding group within CICES framework, first of three.
- CICES_class1: Categorical descriptor of corresponding class within CICES framework, first of three.
- CICES_code1: Categorical descriptor of corresponding code within CICES framework, first of three.
- CICES_section2: Categorical descriptor of corresponding section within CICES framework, second of three.
- CICES_division2: Categorical descriptor of corresponding division within CICES framework, second of three.
- CICES_group2: Categorical descriptor of corresponding group within CICES framework, second of three.
- CICES_class2: Categorical descriptor of corresponding class within CICES framework, second of three.
- CICES_code2: Categorical descriptor of corresponding code within CICES framework, second of three.
- CICES_section3: Categorical descriptor of corresponding section within CICES framework, third of three.
- CICES_division3: Categorical descriptor of corresponding division within CICES framework, third of three.
- CICES_group3: Categorical descriptor of corresponding group within CICES framework, third of three.
- CICES_class3: Categorical descriptor of corresponding class within CICES framework, third of three.
- CICES_code3: Categorical descriptor of corresponding code within CICES framework, third of three.
- EE_domain1: Categorical descriptor of corresponding domain within Earth Economics (EE) framework, first of three.
- EE_code1: Categorical descriptor of corresponding code within EE framework, first of three.
- EE_domain2: Categorical descriptor of corresponding domain within EE framework, second of three.
- EE_code2: Categorical descriptor of corresponding code within EE framework, second of three.
- EE_domain3: Categorical descriptor of corresponding domain within EE framework, third of three.
- EE_code3: Categorical descriptor of corresponding code within EE framework, third of three.
File: S3._Comprehensive_List_of_Contributions__excluding_reviews_(3).xlsx
Description: Table of services by location, which is not part of the raw data or analyses but may be helpful for readers.
Variables
- Country: Categorical variable, possible values "None", "USA", "Canada", "Chile", "Japan", "Norway"
- Region: Categorical variable, providing additional specifics to location of service. N/A where not provided.
- System: Qualitative descriptor of river system, "N/A" where not provided.
- Provider: Qualitative descriptor of direct service provider. "N/A" where not provided.
- ESP species, if provided: Qualitative descriptor of salmon species connected to service. "N/A" where not provided.
- Beneficiary: Qualitative descriptor of service beneficiary.
- ESB species, if given: Qualitative descriptor of salmon species connected to service. "N/A" where not provided.
- Service, in short: Shorthand qualitative descriptor of what is provided.
- Additional details, if needed: Qualitative descriptor of any additional specifics pertinent to the service.
- Citation1: APA citation of one paper that references this service.
- Citation2: APA citation of one paper that references this service. N/A if there is not a second source.
- Citation3: APA citation of one paper that references this service. N/A if there is not a third source.
Code/software
Code is open source and can be accessed at https://github.com/shelledy/ES-of-salmon.
Access information
Other publicly accessible locations of the data:
