International Journal of Multidisciplinary Research and Growth Evaluation  |  ISSN (Online): 2582-7138  |  Double-Blind Peer Review  |  Open Access  |  CC BY 4.0

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International Journal of Multidisciplinary Research and Growth Evaluation

ISSN (Online): 2582-7138 | Open Access

Data Driven Strategies for Preventing Workplace Injuries and Improving Employee Health Protection Outcomes

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Abstract

Workplace injuries and occupational health challenges remain persistent concerns across public and private sectors, imposing significant human, social, and economic costs. Advances in data availability, analytics, and digital technologies have created new opportunities to transform traditional reactive safety management into proactive, prevention-oriented systems. This abstract examines data-driven strategies for preventing workplace injuries and improving employee health protection outcomes, with emphasis on the integration of real-time data, predictive analytics, and evidence-based decision-making. The approach synthesizes insights from occupational health and safety, public health surveillance, and organizational analytics to demonstrate how diverse data sources can be systematically leveraged. These sources include incident and near-miss reports, wearable sensor data, ergonomics assessments, health records, environmental monitoring, and workforce demographics. Advanced analytical techniques such as machine learning, trend analysis, and risk modeling enable early identification of hazardous patterns, vulnerable worker groups, and high-risk tasks before severe incidents occur. Data-driven dashboards and risk indicators further support timely interventions, continuous monitoring, and accountability across management levels. The abstract also highlights the role of governance, data quality, and ethical considerations, including privacy protection, transparency, and responsible data use, as critical enablers of effective implementation. By embedding analytics into safety policies, training programs, and operational planning, organizations can move beyond compliance-focused approaches toward adaptive systems that continuously learn and improve. Evidence from emerging practices suggests that data-driven injury prevention strategies contribute to measurable reductions in accident rates, severity of injuries, absenteeism, and associated costs, while enhancing employee wellbeing and organizational resilience. Importantly, these strategies align occupational health objectives with broader public health goals by promoting safer work environments, early health risk detection, and sustainable workforce participation. The abstract concludes that data-driven strategies represent a scalable and policy-relevant pathway for strengthening employee health protection, supporting regulatory oversight, and fostering a culture of prevention in modern workplaces. Future research should focus on sector-specific models, capacity building, interoperability standards, and longitudinal evaluation to ensure equitable adoption, robust causal inference, and sustained impact, particularly in resource-constrained settings where injury burdens remain high and data infrastructures are uneven across global supply chains, informal economies, and rapidly digitizing workplaces worldwide with strong stakeholder engagement mechanisms.

How to Cite This Article

Sandra C Anioke, Michael Efetobore Atima (2020). Data Driven Strategies for Preventing Workplace Injuries and Improving Employee Health Protection Outcomes . International Journal of Multidisciplinary Research and Growth Evaluation (IJMRGE), 1(5), 523-536. DOI: https://doi.org/10.54660/IJMRGE.2020.1.5.523-536

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References

  1. 1. Afriyie D. Leveraging Predictive People Analytics To Optimize Workforce Mobility, Talent Retention, And Regulatory Compliance In Global Enterprises.2017.
  2. 2. Aldrighetti R, Zennaro I, Finco S, Battini D. Healthcaresupplychainsimulationwithdisruptionconsiderations: Acasestudyfrom Northern Italy. Glob JFlex Syst Manag.2019;20(Suppl1\:81-102.
  3. 3. Amuta MA, Muonde M, Mustapha AY, Mbata AO. ARisk Management Frameworkfor Navigating Regulatory Compliancein Pharmaceutical Salesand Distribution Operations. Decision-making.2020;26:27.
  4. 4. Asi YM, Williams C. Theroleofdigitalhealthinmakingprogresstoward Sustainable Development Goal(SDG\3inconflict-affectedpopulations. Int JMed Inform.2018;114:114-20.
  5. 5. Assefa Y, Hill PS, Ulikpan A, Williams OD. Accesstomedicinesandhepatitis Cin Africa: cantieredpricingandvoluntarylicencingassureuniversalaccess, healthequityandfairness?Global Health.2017;13(1\:73.
  6. 6. Atobatele OK, Ajayi OO, Hungbo AQ, Adeyemi C. Leveragingpublichealthinformaticstostrengthenmonitoringandevaluationofglobalhealthintervention. IREJournals.2019;2(7\:174-193.
  7. 7. Atobatele OK, Hungbo AQ, Adeyemi C. Evaluatingstrategicroleofeconomicresearchinsupportingfinancialpolicydecisionsandmarketperformancemetrics. IREJournals.2019;2(10\:442-52.
  8. 8. Atobatele OK, Hungbo AQ, Adeyemi C. Digitalhealthtechnologiesandreal-timesurveillancesystems: Transformingpublichealthemergencypreparednessthroughdata-drivendecisionmaking. IREJournals.2019;3(9\:417-
  9. 21. Availablefrom: https://irejournals. com(ISSN:2456-8880\
  10. 9. Atobatele OK, Hungbo AQ, Adeyemi C. Leveragingbigdataanalyticsforpopulationhealthmanagement: Acomparativeanalysisofpredictivemodelingapproachesinchronicdiseasepreventionandhealthcareresourceoptimization. IREJournals.2019;3(4\:370-
  11. 5. Availablefrom: https://irejournals. com(ISSN:2456-8880\
  12. 10. Badri A, Boudreau-Trudel B, Souissi AS. Occupationalhealthandsafetyintheindustry4.0era: Acauseformajorconcern?Saf Sci.2018;109:403-11.
  13. 11. Balcazar H, Lee Rosenthal E, Nell Brownstein J, Rush CH, Matos S, Hernandez L. Communityhealthworkerscanbeapublichealthforceforchangeinthe United States: threeactionsforanewparadigm. Am JPublic Health.2011;101(12\:2199-203.
  14. 12. Bam L, Mc Laren ZM, Coetzee E, Von Leipzig KH. Reducingstock-outsofessentialtuberculosismedicines: asystemdynamicsmodellingapproachtosupplychainmanagement. Health Policy Plan.2017;32(8\:1127-34.
  15. 13. Bardosh KL, Ryan SJ, Ebi K, Welburn S, Singer B. Addressingvulnerability, buildingresilience: community-basedadaptationtovector-bornediseasesinthecontextofglobalchange. Infect Dis Poverty.2017;6(1\:166.
  16. 14. Beran D, Zar HJ, Perrin C, Menezes AM, Burney P. Burdenofasthmaandchronicobstructivepulmonarydiseaseandaccesstoessentialmedicinesinlow-incomeandmiddle-incomecountries. Lancet Respir Med.2015;3(2\:159-70.
  17. 15. Bitran R. Universalhealthcoverageandthechallengeofinformalemployment: lessonsfromdevelopingcountries. Washington, DC: World Bank;2014. p.1-86.
  18. 16. Bizzo BC, Almeida RR, Michalski MH, Alkasab TK. Artificialintelligenceandclinicaldecisionsupportforradiologistsandreferringproviders. JAm Coll Radiol.2019;16(9\:1351-6.
  19. 17. Blasimme A, Vayena E. Theethicsof AIinbiomedicalresearch, patientcareandpublichealth. Patient Careand Public Health(April9,2019\. Oxford Handbookof Ethicsof Artificial Intelligence, Forthcoming.2019.
  20. 18. Bradley BD, Jung T, Tandon-Verma A, Khoury B, Chan TC, Cheng YL. Operationsresearchinglobalhealth: ascopingreviewwithafocusonthethemesofhealthequityandimpact. Health Res Policy Syst.2017;15(1\:32.
  21. 19. Campbell BR, Ingersoll KS, Flickinger TE, Dillingham R. Bridgingthedigitalhealthdivide: towardequitableglobalaccesstomobilehealthinterventionsforpeoplelivingwith HIV. Expert Rev Anti Infect Ther.2019;17(3\:141-4.
  22. 20. Chopra M, Bhutta Z, Blanc DC, Checchi F, Gupta A, Lemango ET, etal. Addressingthepersistentinequitiesinimmunizationcoverage. Bull World Health Organ.2019;98(2\:146.
  23. 21. Cleaveland S, Sharp J, Abela-Ridder B, Allan KJ, Buza J, Crump JA, etal. One Healthcontributionstowardsmoreeffectiveandequitableapproachestohealthinlow-andmiddle-incomecountries. Philos Trans RSoc Lond BBiol Sci.2017;372(1725\:20160168.
  24. 22. De Souza JA, Hunt B, Asirwa FC, Adebamowo C, Lopes G. Globalhealthequity: cancercareoutcomedisparitiesinhigh-, middle-, andlow-incomecountries. JClin Oncol.2016;34(1\:6-13.
  25. 23. Desai AN, Kraemer MU, Bhatia S, Cori A, Nouvellet P, Herringer M, etal. Real-timeepidemicforecasting: challengesandopportunities. Health Secur.2019;17(4\:268-75.
  26. 24. Devarapu K, Rahman K, Kamisetty A, Narsina D. MLOps-Driven Solutionsfor Real-Time Monitoringof Obesityand Its Impacton Heart Disease Risk: Enhancing Predictive Accuracyin Healthcare. Int JReciprocal Symmetry Theor Phys.2019;6:43-55.
  27. 25. Didi PU, Abass OS, Balogun O. Apredictiveanalyticsframeworkforoptimizingpreventivehealthcaresalesandengagementoutcomes. IREJournals.2019;2(11\:497-503.
  28. 26. Di Mase D, Collier ZA, Heffner K, Linkov I. Systems International Journalof Multidisciplinary Researchand Growth Evaluationwww. allmultidisciplinaryjournal. com534engineeringframeworkforcyberphysicalsecurityandresilience. Environ Syst Decis.2015;35(2\:291-300.
  29. 27. Dur?n JM, Miranda JD, Pati?o PM. Implementationofsafetymanagementsystemsandhealthatwork(casestudyinatelecommunicationscompany\. JPhys Conf Ser.2018;1126(1\:012059.
  30. 28. Eeckelaert L, Dhondt S, Oeij P, Pot FD, Nicolescu GI, Webster J, etal. Reviewofworkplaceinnovationanditsrelationwithoccupationalsafetyandhealth. Bilbao: European Agencyfor Safetyand Healthat Work;2012.
  31. 29. Egemba M, Aderibigbe-Saba C, Ajayi Simeon A-O, Patrick A, Olufunke O. Telemedicineanddigitalhealthindevelopingeconomies: Accessibilityequityframeworksforimprovedhealthcaredelivery. Int JMultidiscip Res Growth Eval.2020;1(5\:220-38.
  32. 30. Fike GC. Comparing Telephoneversus Mail Disseminationofthe Hospital Consumer Assessmentof Healthcare Providersand System Survey(HCAHPS\2012.
  33. 31. Gatla TR. Acutting-edgeresearchon AIcombatingclimatechange: innovationsanditsimpacts. INNOVATIONS.2019;6(09\:5.
  34. 32. Goel NA, Alam AA, Eggert EM, Acharya S. Designanddevelopmentofacustomizabletelemedicineplatformforimprovingaccesstohealthcareforunderservedpopulations. In:201739th Annual International Conferenceofthe IEEEEngineeringin Medicineand Biology Society(EMBC\;2017 Jul; pp.2658-61.
  35. 33. Gragnolati M, Lindel?w M, Couttolenc B. Twentyyearsofhealthsystemreformin Brazil: anassessmentofthe Sistema?nicode Sa?de. Washington, DC: World Bank Publications;2013.
  36. 34. Gronde TVD, Uyl-de Groot CA, Pieters T. Addressingthechallengeofhigh-pricedprescriptiondrugsintheeraofprecisionmedicine: asystematicreviewofdruglifecycles, therapeuticdrugmarketsandregulatoryframeworks. PLo SOne.2017;12(8\: e0182613.
  37. 35. Hale A, Borys D, Adams M. Safetyregulation: Thelessonsofworkplacesafetyrulemanagementformanagingtheregulatoryburden. Saf Sci.2015;71:112-22.
  38. 36. Hargreaves JR, Boccia D, Evans CA, Adato M, Petticrew M, Porter JD. Thesocialdeterminantsoftuberculosis: fromevidencetoaction. Am JPublic Health.2011;101(4\:654-62.
  39. 37. Hiller J, Mc Mullen MS, Chumney WM, Baumer DL. Privacyandsecurityintheimplementationofhealthinformationtechnology(electronichealthrecords\: USand EUcompared. BUJSci&Tech L.2011;17:1.
  40. 38. Hodge H, Carson D, Carson D, Newman L, Garrett J. Using Internettechnologiesinruralcommunitiestoaccessservices: Theviewsofolderpeopleandserviceproviders. JRural Stud.2017;54:469-78.
  41. 39. Huang HC, Singh B, Morton DP, Johnson GP, Clements B, Meyers LA. Equalizingaccesstopandemicinfluenzavaccinesthroughoptimalallocationtopublichealthdistributionpoints. PLo SOne.2017;12(8\: e0182720.
  42. 40. Hungbo AQ, Adeyemi C. Community-basedtrainingmodelforpracticalnursesinmaternalandchildhealthclinics. IREJournals.2019;2(8\:217-35.
  43. 41. Hungbo AQ, Adeyemi C. Laboratorysafetyanddiagnosticreliabilityframeworkforresource-constrainedbloodbankoperations. IREJournals.2019;3(4\:295-
  44. 318. Availablefrom: https://irejournals. com
  45. 42. Hungbo AQ, Adeyemi C, Ajayi OO. Earlywarningescalationsystemforcareaidesinlong-termpatientmonitoring. IREJournals.2020;3(7\:321-45.
  46. 43. Ismail A, Karusala N, Kumar N. Bridgingdisconnectedknowledgesforcommunityhealth. Proc ACMHum-Comput Interact.2018;2(CSCW\:1-27.
  47. 44. Jacobsen KH, Aguirre AA, Bailey CL, Baranova AV, Crooks AT, Croitoru A, etal. Lessonsfromthe Ebolaoutbreak: actionitemsforemerginginfectiousdiseasepreparednessandresponse. Eco Health.2016;13(1\:200-12.
  48. 45. Jigssa HA, Desta BF, Tilahun HA, Mc Cutcheon J, Berman P. Factorscontributingtomotivationofvolunteercommunityhealthworkersin Ethiopia: thecaseoffourworedas(districts\in Oromiaand Tigrayregions. Hum Resour Health.2018;16(1\:57.
  49. 46. Jilcha K, Kitaw D. Industrialoccupationalsafetyandhealthinnovationforsustainabledevelopment. Eng Sci Technol Int J.2017;20(1\:372-80.
  50. 47. Katigbak C, Van Devanter N, Islam N, Trinh-Shevrin C. Partnersinhealth: aconceptualframeworkfortheroleofcommunityhealthworkersinfacilitatingpatients'adoptionofhealthybehaviors. Am JPublic Health.2015;105(5\:872-80.
  51. 48. Khan MR. Applicationandimpactofnewtechnologiesinthesupplychainmanagementduring COVID-19pandemic: asystematicliteraturereview.2019.(Citedin Aldrighetti R, Zennaro I, Finco S, Battini D, pp.81-102\.
  52. 49. Kim K, Choi JS, Choi E, Nieman CL, Joo JH, Lin FR, etal. Effectsofcommunity-basedhealthworkerinterventionstoimprovechronicdiseasemanagementandcareamongvulnerablepopulations: asystematicreview. Am JPublic Health.2016;106(4\: e3-28.
  53. 50. Kim Y, Park J, Park M. Creatingacultureofpreventioninoccupationalsafetyandhealthpractice. Saf Health Work.2016;7(2\:89-96.
  54. 51. Knaul FM, Gonz?lez-Pier E, G?mez-Dant?s O, Garc?a-Junco D, Arreola-Ornelas H, Barraza-Llor?ns M, etal. Thequestforuniversalhealthcoverage: achievingsocialprotectionforallin Mexico. Lancet.2012;380(9849\:1259-79.
  55. 52. Kuupiel D, Bawontuo V, Mashamba-Thompson TP. Improvingtheaccessibilityandefficiencyofpoint-of-carediagnosticsservicesinlow-andmiddle-incomecountries: leanandagilesupplychainmanagement. Diagnostics(Basel\.2017;7(4\:58.
  56. 53. Leath BA, Dunn LW, Alsobrook A, Darden ML. Enhancingruralpopulationhealthcareaccessand Online JPublic Health Inform.2018;10(2\: e218.
  57. 54. Lee BY, Connor DL, Wateska AR, Norman BA, Rajgopal J, Cakouros BE, etal. Landscapingthestructuresof GAVIcountryvaccinesupplychainsandtestingtheeffectsofradicalredesign. Vaccine.2015;33(36\:4451-8.
  58. 55. Lee BY, Haidari LA, Prosser W, Connor DL, Bechtel R, Dipuve A, etal. Re-designingthe Mozambiquevaccinesupplychaintoimproveaccesstovaccines. Vaccine.2016;34(41\:4998-5004.
  59. 56. Lerman SE, Eskin E, Flower DJ, George EC, Gerson B, Hartenbaum N, etal. Fatigueriskmanagementintheworkplace. JOccup Environ Med.2012;54(2\:231-
  60. 58. International Journalof Multidisciplinary Researchand Growth Evaluationwww. allmultidisciplinaryjournal. com
  61. 53557. Liang F, Das V, Kostyuk N, Hussain MM. Constructingy: China'ssocialcreditsystemasastatesurveillanceinfrastructure. Policy Internet.2018;10(4\:415-53.
  62. 58. Lim J, Claypool E, Norman BA, Rajgopal J. Coveragemodelstodetermineoutreachvaccinationcenterlocationsinlowandmiddleincomecountries. Oper Res Health Care.2016;9:40-8.
  63. 59. Longoni A, Pagell M, Johnston D, Veltri A. Whendoesleanhurt?anexplorationofleanpracticesandworkerhealthandsafetyoutcomes. Int JProd Res.2013;51(11\:3300-20.
  64. 60. L?nnroth K, Migliori GB, Abubakar I, D'Ambrosio L, De Vries G, Diel R, etal. Towardstuberculosiselimination: anactionframeworkforlow-incidencecountries. Eur Respir J.2015;45(4\:928-52.
  65. 61. Lund F, Alfers L, Santana V. Towardsaninclusiveoccupationalhealthandsafetyforinformalworkers. New Solut.2016;26(2\:190-207.
  66. 62. Mackey TK, Nayyar G. Areviewofexistingandemergingdigitaltechnologiestocombattheglobaltradeinfakemedicines. Expert Opin Drug Saf.2017;16(5\:587-602.
  67. 63. Marda V. Artificialintelligencepolicyin India: aframeworkforengagingthelimitsofdata-drivendecision-making. Philos Trans AMath Phys Eng Sci.2018;376(2133\:20180087.
  68. 64. Mariscal J, Mayne G, Aneja U, Sorgner A. Bridgingthegenderdigitalgap. Economics.2019;13(1\:20190009.
  69. 65. Martinez-Martin N, Insel TR, Dagum P, Greely HT, Cho MK. Dataminingforhealth: stakingouttheethicalterritoryofdigitalphenotyping. NPJDigit Med.2018;1(1\:68.
  70. 66. Mehmood A, Maung Z, Consunji RJ, El-Menyar A, Peralta R, Al-Thani H, etal. Workrelatedinjuriesin Qatar: aframeworkforpreventionandcontrol. JOccup Med Toxicol.2018;13(1\:29.
  71. 67. Mercer T, Chang AC, Fischer L, Gardner A, Kerubo I, Tran DN, etal. Mitigatingtheburdenofdiabetesin Sub-Saharan Africathroughanintegrateddiagonalhealthsystemsapproach. Diabetes Metab Syndr Obes.2019:2261-72.
  72. 68. Metcalf CJE, Tatem A, Bjornstad ON, Lessler J, O'Reilly K, Takahashi S, etal. Transportnetworksandinequitiesinvaccination: remotenessshapesmeaslesvaccinecoverageandprospectsforeliminationacross Africa. Epidemiol Infect.2015;143(7\:1457-66.
  73. 69. Meyer JC, Schellack N, Stokes J, Lancaster R, Zeeman H, Defty D, etal. Ongoinginitiativestoimprovethequalityandefficiencyofmedicineusewithinthepublichealthcaresystemin South Africa; apreliminarystudy. Front Pharmacol.2017;8:751.
  74. 70. Miah SJ, Hasan J, Gammack JG. On-cloudhealthcareclinic: ane-healthconsultancyapproachforremotecommunitiesinadevelopingcountry. Telemat Inform.2017;34(1\:311-22.
  75. 71. Min H. Globalbusinessanalyticsmodels: Conceptsandapplicationsinpredictive, healthcare, supplychain, andfinanceanalytics.2016.
  76. 72. Mohammadi I, Wu H, Turkcan A, Toscos T, Doebbeling BN. Dataanalyticsandmodelingforappointmentno-showincommunityhealthcenters. JPrim Care Community Health.2018;9:2150132718811692.
  77. 73. Moore LL, Wurzelbacher SJ, Shockey TM. Workers'compensationinsurerriskcontrolsystems: Opportunitiesforpublichealthcollaborations. JSafety Res.2018;66:141-50.
  78. 74. Nascimento RCRM,?lvares J, Guerra Junior AA, Gomes IC, Costa EA, Leite SN, etal. Availabilityofessentialmedicinesinprimaryhealthcareofthe Brazilian Unified Health System. Rev Saude Publica.2017;51:10s.
  79. 75. Nwameme AU, Tabong PTN, Adongo PB. Implementingcommunity-basedhealthplanningandservicesinimpoverishedurbancommunities: health2018;18(1\:186.
  80. 76. Olu O, Muneene D, Bataringaya JE, Nahimana MR, Ba H, Turgeon Y, etal. Howcandigitalhealthtechnologiescontributetosustainableattainmentofuniversalhealthcoveragein Africa?Aperspective. Front Public Health.2019;7:341.
  81. 77. Pacifico Silva H, Lehoux P, Miller FA, Denis JL. Introducingresponsibleinnovationinhealth: apolicy-orientedframework. Health Res Policy Syst.2018;16(1\:90.
  82. 78. Pamela G, Gbaraba Stephen V, Adeleke Adeyeni S, Patrick A, Ezeh Funmi E, Sylvester T, etal. Leadershipandstrategicinnovationinhealthcare: Lessonsforadvancingaccessandequity. Int JMultidiscip Res Growth Eval.2020;1(4\:147-65.
  83. 79. Patrick A, Samuel AD. Data-drivenoptimizationofpharmacyoperationsandpatientaccessthroughinteroperabledigitalsystems. Int JMultidiscip Res Growth Eval.2020;1(2\:229-44.
  84. 80. Patrick A, Adeleke Adeyeni S, Gbaraba Stephen V, Pamela G, Ezeh Funmi E. Community-basedstrategiesforreducingdrugmisuse: Evidencefrompharmacist-ledinterventions. Iconic Res Eng J.2019;2(8\:284-310.
  85. 81. Paul S, Venkateswaran J. Inventorymanagementstrategiesformitigatingunfoldingepidemics. IISETrans Healthc Syst Eng.2018;8(3\:167-80.
  86. 82. Peckham TK, Baker MG, Camp JE, Kaufman JD, Seixas NS. Creatingafutureforoccupationalhealth. Ann Work Expo Health.2017;61(1\:3-15.
  87. 83. Perehudoff SK, Alexandrov NV, Hogerzeil HV. Therighttohealthasthebasisforuniversalhealthcoverage: Across-nationalanalysisofnationalmedicinespoliciesof71countries. PLo SOne.2019;14(6\: e0215577.
  88. 84. Polater A, Demirdogen O. Aninvestigationofhealthcaresupplychainmanagementandpatientresponsiveness: Anapplicationonpublichospitals. Int JPharm Healthc Mark.2018;12(3\:325-47.
  89. 85. Portnoy A, Ozawa S, Grewal S, Norman BA, Rajgopal J, Gorham KM, etal. Costsofvaccineprogramsacross94low-andmiddle-incomecountries. Vaccine.2015;33: A99-108.
  90. 86. Pouliakas K, Theodossiou I. Theeconomicsofhealthandsafetyatwork: aninterdiciplinaryreviewofthetheoryandpolicy. JEcon Surv.2013;27(1\:167-208.
  91. 87. Reddy S, Fox J, Purohit MP. Artificialintelligence-enabledhealthcaredelivery. JRSoc Med.2019;112(1\:22-8.
  92. 88. Rees J. Reformingtheworkplace: Astudyofself-regulationinoccupationalsafety. Philadelphia: Universityof Pennsylvania Press;2016.
  93. 89. Reese CD. Occupationalhealthandsafetymanagement: apracticalapproach. Boca Raton: CRCPress;
  94. 2018. International Journalof Multidisciplinary Researchand Growth Evaluationwww. allmultidisciplinaryjournal. com
  95. 53690. Roski J, Hamilton BA, Chapman W, Heffner J, Trivedi R, Del Fiol G, etal. Howartificialintelligenceischanginghealthandhealthcare. In: Artificialintelligenceinhealthcare: Thehope, thehype, thepromise, theperil. Washington DC: National Academyof Medicine;2019. p.58.
  96. 91. Sardar P, Abbott JD, Kundu A, Aronow HD, Granada JF, Giri J. Impactofartificialintelligenceoninterventionalcardiology: fromdecision-makingaidtoadvancedinterventionalprocedureassistance. Cardiovasc Interv.2019;12(14\:1293-303.
  97. 92. Sarker AR, Sultana M, Ahmed S, Mahumud RA, Mortonutilizinghealthcareservicesinacommunitybasedhealthinsuranceprogramin Bangladesh. Int JEnviron Res Public Health.2018;15(8\:1637.
  98. 93. Sayed S, Cherniak W, Lawler M, Tan SY, El Sadr W, Wolf N, etal. Improvingpathologyandlaboratorymedicineinlow-incomeandmiddle-incomecountries: roadmaptosolutions. Lancet.2018;391(10133\:1939-52.
  99. 94. Schulte PA, Guerin RJ, Schill AL, Bhattacharya A, Cunningham TR, Pandalai SP, etal. Considerationsfor-andworkplaces. Am JPublic Health.2015;105(8\: e31-44.
  100. 95. Shrestha YR, Ben-Menahem SM, Von Krogh G. Organizationaldecision-makingstructuresintheageofartificialintelligence. Calif Manage Rev.2019;61(4\:66-83.
  101. 96. Sim SY, Jit M, Constenla D, Peters DH, Hutubessy RC. Ascopingreviewofinvestmentcasesforvaccinesandimmunizationprograms. Value Health.2019;22(8\:942-52.
  102. 97. Srivastava SC, Shainesh G. Bridgingtheservicedividethroughdigitallyenabledserviceinnovations. MISQ.2015;39(1\:245-68.
  103. 98. Stanfill MH, Marc DT. Healthinformationmanagement: implicationsofartificialintelligenceonhealthcaredataandinformationmanagement. Yearb Med Inform.2019;28(01\:056-64.
  104. 99. Strusani D, Houngbonon GV. Theroleofartificialintelligenceinsupportingdevelopmentinemergingmarkets. Washington, DC: International Finance Corporation;2019.
  105. 100. Takala J, H?m?l?inen P, Saarela KL, Yun LY, Manickam K, Jin TW, etal. Globalestimatesoftheburdenofinjuryandillnessatworkin
  106. 2012. JOccup Environ Hyg.2014;11(5\:326-37.
  107. 101. Tompa E, Kalcevich C, Foley M, Mc Leod C, Hogg-Johnson S, Cullen K, etal. Asystematicliteraturereviewoftheeffectivenessofoccupationalhealthandsafetyregulatoryenforcement. Am JInd Med.2016;59(11\:919-33.
  108. 102. Tsui KL, Chen N, Zhou Q, Hai Y, Wang W. Prognosticsandhealthmanagement: Areviewondatadrivenapproaches. Math Probl Eng.2015;2015(1\:793161.
  109. 103. Utazi CE, Thorley J, Alegana VA, Ferrari MJ, Takahashi S, Metcalf CJE, etal. Mappingvaccinationcoveragetoexploretheeffectsofdeliverymechanismsandinformvaccinationstrategies. Nat Commun.2019;10(1\:1633.
  110. 104. Verbeek J, Ivanov I. Essentialoccupationalsafetyandhealthinterventionsforlow-andmiddle-incomecountries: anoverviewoftheevidence. Saf Health Work.2013;4(2\:77-83.
  111. 105. Vilcu I, Probst L, Dorjsuren B, Mathauer I. Subsidizedhealthinsurancecoverageofpeopleintheinformalsectorandvulnerablepopulationgroups: trendsininstitutionaldesignin Asia. Int JEquity Health.2016;15(1\:165.
  112. 106. Vogler S, Paris V, Panteli D. Ensuringaccesstomedicines: Howtoredesignpricing, reimbursementandprocurement?Copenhagen: World Health Organization, Regional Officefor Europe;2018. p.30272895.
  113. 107. Wachter JK, Yorio PL. Asystemofsafetymanagementpracticesandworkerengagementforreducingandpreventingaccidents: Anempiricalandtheoreticalinvestigation. Accid Anal Prev.2014;68:117-30.
  114. 108. Walters D, Johnstone R, Frick K, Quinlan M, Baril-Gingras G, Th?baud-Mony A. Regulatingworkplacerisks: acomparativestudyofinspectionregimesintimesofchange. In: Regulating Workplace Risks. Cheltenham: Edward Elgar Publishing;2011.
  115. 109. Wang H, Rosemberg N. Universalhealthcoverageinlow-barrierstoequitablehealthserviceaccess.2018.
  116. 110. Wiatrowski WJ. Usingworkplacesafetyandhealthdataforinjuryprevention. Mon Labor Rev.2013;136:1.
  117. 111. Wirtz VJ, Hogerzeil HV, Gray AL, Bigdeli M, de Joncheere CP, Ewen MA, etal. Essentialmedicinesforuniversalhealthcoverage. Lancet.2017;389(10067\:403-76.
  118. 112. Woldie M, Feyissa GT, Admasu B, Hassen K, Mitchell K, Mayhew S, etal. Communityhealthvolunteerscouldhelpimproveaccesstoanduseofessentialhealthservicesbycommunitiesin LMICs: anumbrellareview. Health Policy Plan.2018;33(10\:1128-43.
  119. 113. Zhao J, Obonyo E. Towardsadata-drivenapproachtoinjurypreventioninconstruction. In: Workshopofthe European Groupfor Intelligent Computingin Engineering;2018 May; Cham: Springer; pp.385-411.
  120. 114. Zulu JM, Kinsman J, Michelo C, Hurtig AK. Integratingnationalcommunity-basedhealthworkerprogrammesintohealthsystems: asystematicreviewidentifyinglessonslearnedfromlow-andmiddle-incomecountries. BMCPublic Health.2014;14(1\:987.

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