{"id":"https://openalex.org/W2132262263","doi":"https://doi.org/10.1145/2030112.2030170","title":"Exploring micro-incentive strategies for participant compensation in high-burden studies","display_name":"Exploring micro-incentive strategies for participant compensation in high-burden studies","publication_year":2011,"publication_date":"2011-09-17","ids":{"openalex":"https://openalex.org/W2132262263","doi":"https://doi.org/10.1145/2030112.2030170","mag":"2132262263"},"language":"en","primary_location":{"id":"doi:10.1145/2030112.2030170","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2030112.2030170","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th international conference on Ubiquitous computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063521318","display_name":"Mohamed Musthag","orcid":null},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mohamed Musthag","raw_affiliation_strings":["University of Massachusetts Amherst, Amherst, MA, USA","University Of Massachusetts Amherst, Amherst, MA, USA#TAB#"],"affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst, Amherst, MA, USA","institution_ids":["https://openalex.org/I24603500"]},{"raw_affiliation_string":"University Of Massachusetts Amherst, Amherst, MA, USA#TAB#","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086886109","display_name":"Andrew Raij","orcid":"https://orcid.org/0000-0002-2413-4105"},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Raij","raw_affiliation_strings":["University of South Florida, Tampa, FL, USA","#N# University of South Florida, Tampa, FL, USA#N#"],"affiliations":[{"raw_affiliation_string":"University of South Florida, Tampa, FL, USA","institution_ids":["https://openalex.org/I2613432"]},{"raw_affiliation_string":"#N# University of South Florida, Tampa, FL, USA#N#","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074602782","display_name":"Deepak Ganesan","orcid":"https://orcid.org/0000-0003-2762-9194"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deepak Ganesan","raw_affiliation_strings":["University of Massachusetts Amherst, Amherst, MA, USA","University Of Massachusetts Amherst, Amherst, MA, USA#TAB#"],"affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst, Amherst, MA, USA","institution_ids":["https://openalex.org/I24603500"]},{"raw_affiliation_string":"University Of Massachusetts Amherst, Amherst, MA, USA#TAB#","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042168950","display_name":"Santosh Kumar","orcid":"https://orcid.org/0000-0002-9273-0291"},"institutions":[{"id":"https://openalex.org/I94658018","display_name":"University of Memphis","ror":"https://ror.org/01cq23130","country_code":"US","type":"education","lineage":["https://openalex.org/I94658018"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Santosh Kumar","raw_affiliation_strings":["University of Memphis, Memphis, TN, USA","University of Memphis , Memphis , TN , USA"],"affiliations":[{"raw_affiliation_string":"University of Memphis, Memphis, TN, USA","institution_ids":["https://openalex.org/I94658018"]},{"raw_affiliation_string":"University of Memphis , Memphis , TN , USA","institution_ids":["https://openalex.org/I94658018"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019813223","display_name":"Saul Shiffman","orcid":"https://orcid.org/0000-0002-9639-490X"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saul Shiffman","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5063521318"],"corresponding_institution_ids":["https://openalex.org/I24603500"],"apc_list":null,"apc_paid":null,"fwci":12.2443,"has_fulltext":false,"cited_by_count":104,"citation_normalized_percentile":{"value":0.98431184,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"435","last_page":"444"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11539","display_name":"Survey Methodology and Nonresponse","score":0.9642999768257141,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.9394000172615051,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/incentive","display_name":"Incentive","score":0.9075422286987305},{"id":"https://openalex.org/keywords/payment","display_name":"Payment","score":0.7565480470657349},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6311588287353516},{"id":"https://openalex.org/keywords/compensation","display_name":"Compensation (psychology)","score":0.6274482011795044},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5944820642471313},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5783528089523315},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.4490922689437866},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.37210315465927124},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.36520618200302124},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.3380669057369232},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.1675715446472168},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.1508762240409851},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.0817301869392395}],"concepts":[{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.9075422286987305},{"id":"https://openalex.org/C145097563","wikidata":"https://www.wikidata.org/wiki/Q1148747","display_name":"Payment","level":2,"score":0.7565480470657349},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6311588287353516},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.6274482011795044},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5944820642471313},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5783528089523315},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.4490922689437866},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.37210315465927124},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.36520618200302124},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.3380669057369232},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.1675715446472168},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.1508762240409851},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0817301869392395},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2030112.2030170","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2030112.2030170","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th international conference on Ubiquitous computing","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.225.3513","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.225.3513","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.umass.edu/%7Edganesan/papers/Ubicomp11-Incentives.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1489244098","https://openalex.org/W1506738637","https://openalex.org/W1527994979","https://openalex.org/W1639145229","https://openalex.org/W1974500907","https://openalex.org/W2006867740","https://openalex.org/W2012452277","https://openalex.org/W2021362271","https://openalex.org/W2027264244","https://openalex.org/W2033005144","https://openalex.org/W2074621747","https://openalex.org/W2079635178","https://openalex.org/W2082022493","https://openalex.org/W2091144676","https://openalex.org/W2094331881","https://openalex.org/W2102570173","https://openalex.org/W2103151433","https://openalex.org/W2116705992","https://openalex.org/W2117470435","https://openalex.org/W2129860303","https://openalex.org/W2130890731","https://openalex.org/W2143624305","https://openalex.org/W2147877691","https://openalex.org/W2157389411","https://openalex.org/W2735460460","https://openalex.org/W6630155598"],"related_works":["https://openalex.org/W2560936962","https://openalex.org/W2788727012","https://openalex.org/W2526386912","https://openalex.org/W4388203630","https://openalex.org/W2367468089","https://openalex.org/W2359050340","https://openalex.org/W2348893764","https://openalex.org/W2108936692","https://openalex.org/W4317927411","https://openalex.org/W2363178694"],"abstract_inverted_index":{"Micro-incentives":[0],"represent":[1],"a":[2,18],"new":[3],"but":[4],"little-studied":[5],"trend":[6],"in":[7,34],"participant":[8],"compensation":[9],"for":[10,45],"user":[11,39],"studies.":[12],"In":[13],"this":[14],"paper,":[15],"we":[16,82],"use":[17],"combination":[19],"of":[20,37],"statistical":[21],"analysis":[22],"and":[23,58,60,85,125],"models":[24],"from":[25],"labor":[26],"economics":[27],"to":[28,105,114],"evaluate":[29],"three":[30],"canonical":[31],"micro-payment":[32,99],"schemes":[33,81],"the":[35,79,87,115],"context":[36],"high-burden":[38],"studies,":[40],"where":[41],"participants":[42],"wear":[43],"sensors":[44],"extended":[46],"durations.":[47],"We":[48,71,95],"look":[49],"at":[50,110],"how":[51],"these":[52],"strategies":[53],"affect":[54],"compliance,":[55,121],"data":[56,74,123],"quality,":[57,124],"retention,":[59],"show":[61],"that":[62,73,97],"when":[63],"used":[64,104],"carefully,":[65],"micro-payments":[66],"can":[67,102],"be":[68,91,103],"highly":[69],"beneficial.":[70],"find":[72],"quality":[75],"is":[76],"different":[77],"across":[78],"micro-incentive":[80],"experimented":[83],"with,":[84],"therefore":[86],"incentive":[88],"strategy":[89],"should":[90],"chosen":[92],"with":[93],"care.":[94],"think":[96],"adaptive":[98],"based":[100],"incentives":[101],"successfully":[106],"incentivize":[107],"future":[108],"studies":[109],"much":[111],"lower":[112,126],"cost":[113],"study":[116],"designer,":[117],"while":[118],"ensuring":[119],"high":[120],"good":[122],"retention":[127],"issues.":[128]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":12},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":12},{"year":2014,"cited_by_count":11},{"year":2013,"cited_by_count":6},{"year":2012,"cited_by_count":4}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}