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Occupational and Environmental Health Effects of Informal Electronic Waste Recycling – A Focus on Agbogbloshie, Ghana

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Abstract

The unregulated and unorganized structure of informal electronic waste recycling worksites exposes workers to numerous occupational hazards. This context also presents research challenges in collecting exposure data to establish linkages with adverse health effects and development of risk-mitigating strategies. This paper presents some findings from a 5-year multinational and multi-institutional collaboration of academic and government partners, which documented extensive occupational and environmental health conditions at the Agbogbloshie electronic waste site in central Accra, Ghana.
Occupational and Environmental Health Effects of Informal
Electronic Waste Recycling - A Focus on Agbogbloshie, Ghana
Julius Fobil1, Priscillah Abotsi2, Augustine A. Acquah1, John Arko-Mensah1, Clive
D’Souza3, Bernard Martin3
1Department of Biological Environmental and Occupational Health Sciences, School of Public
Health, University of Ghana, P.O. Box LG13, University of Ghana, Legon, Accra, Ghana
2Legon Center for International Affairs & Diplomcy (LECIAD), P.O. Box LG25, University of
Ghana, Legon, Accra, Ghana
3Center for Ergonomics, Department of Industrial and Operations Engineering, University of
Michigan, Ann Arbor, Michigan 48109-2117, USA
Abstract
The unregulated and unorganized structure of informal electronic waste recycling worksites
exposes workers to numerous occupational hazards. This context also presents research challenges
in collecting exposure data to establish linkages with adverse health effects and development of
risk-mitigating strategies. This paper presents some findings from a 5-year multinational and
multi-institutional collaboration of academic and government partners, which documented
extensive occupational and environmental health conditions at the Agbogbloshie electronic waste
site in central Accra, Ghana.
Keywords
Agbogbloshie; electronic waste; ergonomics; occupational health
1 Introduction
1.1 Background
Electronic waste (e-waste) is believed to be one of the most rapidly increasing components
of the global waste stream [1]. The increase in e-waste has been fuelled by the increase in
obsolescence and the desire to keep up with global advancement in technology. Large
volumes of e-waste are legally and illegally dumped in developing countries such as Ghana
where they are recycled as a form of livelihood [1–3]. Recycling of valuable metals
including gold or copper contained in e-waste (e.g., discarded cell phones, computers,
televisions, refrigerators, and automobiles) has become an important source of income,
largely in the informal sector of emerging/developing or less-industrialized nations. These
countries often lack the technical know-how and technological infrastructure to recycle e-
jfobil@ug.edu.gh.
HHS Public Access
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Published in final edited form as:
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. 2021 ; 222: 746–752. doi:10.1007/978-3-030-74611-7_102.
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waste in an ecologically safe and sustainable manner and this poses serious public health
and environmental concerns. Informal e-waste recycling and scrap metal recovery consists
primarily of scavenging and collecting e-waste items, sorting out items that can be reused or
repaired and manual dismantling of items that are irreparable and/or non-functional [4,5].
The recycling process is carried out by low-wage, low skilled workers who are largely
unaware about the associated exposure risks or about safe work practices to prevent or
mitigate related adverse effects [1,2,6].
Agbogbloshie in Accra Ghana is one of the major e-waste recycling hubs in the world [7].
The recycling processes used at this site are predominantly manual and simple. Basic tools
such as hammer and screw drivers are used for breaking apart (dismantling) electrical items
to retrieve valuable metals such as copper, aluminium, silver and gold [2,3]. Open air
burning, especially of insulated wires, is used to recover copper, iron and aluminium from
items that cannot be dismantled [4]. Non-valuable fractions of e-waste are discarded at the
dumpsite and subsequently burnt to reduce the volume of waste accumulated [8].
1.2 Problem Statement
The informal recycling process consists of the use of rudimentary methods which are
hazardous and poses huge safety risks to workers and the environment [6,9–11]. A defining
characteristic of workers in informal sectors is that they are not subject to national labor laws
and standards. As a result, these workers are likely exposed to hazardous work conditions,
including high levels of toxic chemicals with little or no social, economic or occupational
protections. For the estimated two billion informal sector workers around the globe, there is
a clear need for identifying and implementing the appropriate context-specific interventions
in challenging work environments where unprotected workers face substantial risk from
hazardous exposures and work conditions.
1.3 Objective
The objectives of this paper are to: (1) highlight some of the adverse health consequence of
fast-growing e-waste in the global waste stream by showcasing such conditions at
Agbogbloshie – the largest e-waste dumpsite in Africa, and (2) call attention to the need for
continued research, including by the ergonomics community, to characterize and reduce
work exposures and promote worker health and safety measures associated with informal e-
waste recycling in emerging/developing economies.
2 Methodology
This study uses a hybrid design drawing up materials from both extant literature and new
empirical studies conducted at the Agbogbloshie e-waste dumpsite in Accra, Ghana. These
empirical studies include our own research and experiences during the 5-year collaborative
research. The broad aim of this multinational collaboration was to increase multi-
disciplinary understanding of the occupational and environmental risks associated with
informal e-waste recycling, and to use the project’s findings to inform evidence-based work
interventions and policy.
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In this collaboration various studies [3,9–14] used multidisciplinary combination of methods
to investigate the environmental and health effects of e-waste recycling in Agbogbloshie. We
collected and analyzed in the laboratory both biological and environmental samples in a
longitudinal design at 4 time-points. Direct field observations were conducted to supplement
quantitative data collected in the field. The areas of investigation included: evaluation of
ergonomic risk factors and work-related musculoskeletal disorders among e-waste workers
[3,14,15]; investigating the adverse cumulative exposures [11], including particulate matter
discharge that determined air quality [9,13] and its effects on workers respiratory health. The
results from these and other relevant studies on e-waste worker health are synthesized and
summarized in this paper.
3 Results
Summary of findings of our research studies at Agbogbloshie speaks to significant health
consequences of informal e-waste recycling activities on both environment and human
health. Primitive recycling methods such as manual dismantling of electrical appliances and
open air burning of predominantly copper wires at low temperatures are used in the
recycling process. These rudimentary methods; including heavy and stressful lifting, are a
source of high exposure to toxic chemicals and physical risk factors leading to undesirable
health implications such as musculoskeletal pain and various adverse cardiovascular and
respiratory health outcomes. The use of personal protective equipment by workers at
Agbogbloshie is extremely rare despite all the health hazards associated with the manual
recycling of e-waste.
3.1 Physical/ergonomic exposures and work-related musculoskeletal disorders
A preliminary investigation of the processes involved in manual e-waste recycling at
Agbogbloshie and the associated ergonomic risk factors revealed that, self-reported sitting,
standing, walking and manual material handling such as carrying, lifting and pushing/pulling
of collecting carts were performed at varied frequency and intensity among e-waste workers
[3,15]. Lifting and carrying activities were performed on five or more days in the workweek
by dismantlers (60%) as well as collectors and burners (nearly 90%). Prolonged walking,
sitting and standing was frequently reported by collectors (87%), dismantlers (82%) and
burners (60%), respectively [15].
Dismantlers of e-waste assume non-neutral seated postures with excessive forward flexion
and twisting of the trunk as well as high force exertion from manual use of hammers in the
dismantling of non-functional electrical appliances. Collectors of e-waste were often
exposed to high force exertion and contact stress as a result of pulling/pushing loaded
collection carts over long distances [16].
An alarmingly high prevalence (90%) of work-related MSDs exists among e-waste workers
[14] in Agbogbloshie, Ghana. Work-related musculoskeletal disorder symptoms were mostly
reported in the lower back (65%), knee (39%), shoulder (37%), upper arm (30%), lower leg
(27%) and neck (26%) (14). Prolonged work duration was significantly associated with
MSDs, which were also significantly associated with the primary e-waste job category [14].
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In addition, evidence of acute injuries such as cuts, lacerations, abrasions and scars were
observed in 96.2% of e-waste workers [10]. Scars were prevalent on the skins of 93.6% of
workers while 23.1% of workers had burns [10].
3.2 Environmental health effects
Manual dismantling of appliances and open air burning to isolate valuable metals create very
harmful ambient conditions [11]. Styrofoam food containers and car tires are often added as
fuel to sustain the burning process. These conditions expose child- and adult-workers as well
as their family members and the general population to excessive doses of hazardous
substances [17]. For example, burning of copper wires results in emission of dioxins and
furans [18] while breaking (dismantling) of Cathode Ray Tubes (CRT) monitors with
rudimentary tools to recover copper and steel, result in the release and inhalation of organic
compounds such as flame retardants, formaldehyde and combustion products such as
polychlorinated biphenyls (PCBs), polybromated diphenyl ethers (PBDE), furans and
dioxins as well as hazardous cadmium dust and other pollutants [18]. Other harmful
substances resulting from informal e-waste recycling include oxides of: a) Lead, b)
Chromium and c) Mercury, often as toxic fumes, as well as other heavy metal accumulation
in water, soil and food [19–22].
Besides the hazardous components being processed, e-waste also produces several toxic by-
products likely to affect the health of the adjacent general population [17], particularly
children who need more specific protection [5,23,24]. For instance, while still growing,
children’s intake of water, air and food as a proportion of body weight is significantly larger
compared with adults; thus, considerably increasing the risk of hazardous chemical
absorption. Additionally, functional systems such as the: (i) immune system, (ii) digestive
system, (iii) reproductive system and (iv) central nervous system are still developing and
exposure to toxic substances, by hampering further development, might cause irreversible
damage.
E-waste workers at Agbogbloshie are also exposed to high levels of particulate matter [9,11]
which predisposes them to a decline in lung function and the risk of developing small airway
diseases like asthma or chronic obstructive pulmonary disease [9].
4 Discussion
Agbogbloshie has been the dumping ground for discarded electronic products, mainly from
Europe and North America. Besides harbouring one of Accra’s largest food markets, some
40,000 people are said to live and work in the wider area and all together, some 250,000
people including a floating day-time population are likely to be directly exposed to the
fumes released during e-wastes recycling activities. Some 1.5 million people are believed to
be indirectly exposed via the food chain. The unregulated and unorganized structure of
informal e-waste recycling worksites leads to a hazardous work environments.
The high physical demands of manual recycling activities subject workers to high risk of
acute injuries and work-related musculoskeletal disorders, predominantly low back pain.
Our studies reported high prevalence of low back pain among the e-waste workers as a result
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of frequent manual material handling tasks such as carrying, lifting, pushing and pulling of
loaded collecting carts, which exposes workers to non-neutral work postures and high force
exertion over prolonged work durations. The use of hammer and chisel to break apart
electronic waste may have accounted for the prevalence of upper limb musculoskeletal pain.
Prolonged walking over uneven ground in search of e-waste from neighboring communities
could be contributing to the high prevalence of lower extremity disorders among e-waste
collectors.
Informal e-waste recycling worksites present challenges to research, such as difficulties in
collecting work-related, time-varying, job-specific exposure data that would establish
linkages with adverse health effects and guide the design of locally-adapted risk-mitigating
strategies. New ergonomics perspectives, exposure assessment tools and methods suited to
informal work settings are needed to overcome some of these research challenges.
5 Conclusion
E-waste represents a major global health challenge in the 21st Century. Growing evidence of
hazardous work conditions and diverse sources of environmental pollution driven by
practices used to recover valuable metals and dispose waste in the informal e-waste
recycling sector have raised considerable global concerns. Upstream and downstream
solutions are therefore urgently needed to redesign the structures for handling fast growing
global e-waste production. Confronting this challenge will require interdisciplinary
cooperation of multiple international stakeholders.
Acknowledgements
This research was supported by the 1⁄2 West Africa-Michigan CHARTER in GEOHealth with funding from the US
National Institutes of Health / Fogarty Interna-tional Center (NIH/FIC) (paired grant nos. 1U2RTW010110–01 and
5U01TW010101) and Canada’s International Development Research Center (IDRC; grant no. 108121–001). Co-
authors C.D. and B.M. were partially supported by the training grant T42-OH008455 from the National Institute for
Occupational Safety and Health (NIOSH), US Centers for Disease Control and Prevention (CDC). The views
expressed in this publication do not necessarily reflect the official policies of nor endorsement by NIH, IDRC,
NIOSH, CDC, and/or the Canadian and US Governments.
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Abstract Air quality information is scarce in low‐ and middle‐income countries. This study describes the application of moderate cost approaches that can provide spatial and temporal information on concentrations of particulate matter (PM) needed to assess community and occupational exposures. We evaluated PM levels at the Agbogbloshie e‐waste and scrap yard site in Accra, Ghana, and at upwind and downwind locations, obtaining both optical and gravimetric measurements, local meteorological data and satellite aerosol optical depth. Due to overload issues, the gravimetric 24‐hr samplers were modified for periodic sampling and some optical data were screened for quality assurance. Exceptionally high concentrations (e.g., 1‐hr average PM10 exceeding 2000 μg/m3) were sometimes encountered near combustion sources, including open fires at the e‐waste site and spoil piles. 24‐hr PM2.5 levels averaged 31, 88 and 57 μg/m3 at upwind, e‐waste and downwind sites, respectively, and PM10 averaged 145, 214 and 190 μg/m3, considerably exceeding air quality standards. Upwind levels likely reflected biomass burning that is prevalent in the surrounding informal settlements; levels at the e‐waste and downwind sites also reflected contributions from biomass combustion and traffic. The highest PM levels occurred in evenings, influenced by diurnal changes in emission rates, atmospheric dispersion and wind direction shifts. We demonstrate that moderate cost instrumentation, with some modifications, appropriate data cleaning protocols, and attention to understanding local sources and background levels, can be used to characterize spatial and temporal variation in PM levels in urban and industrial areas.
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Background: Informal recycling of electronic waste (e-waste) releases particulate matter (PM) into the ambient air. Human exposure to PM has been reported to induce adverse effects on cardiovascular health. However, the impact of PM on the cardiovascular health of e-waste recyclers in Ghana has not been studied. Although intake of micronutrient-rich diet is known to modify these PM-induced adverse health effects, no data are available on the relationship between micronutrient status of e-waste recyclers and the reported high-level exposure to PM. We therefore investigated whether the intake of micronutrient-rich diets ameliorates the adverse effects of ambient exposure to PM2.5 on blood pressure (BP). Methods: This study was conducted among e-waste and non-e-waste recyclers from March 2017 to October 2018. Dietary micronutrient (Fe, Ca, Mg, Se, Zn, and Cu) intake was assessed using a 2-day 24-h recall. Breathing zone PM2.5 was measured with a real-time monitor. Cardiovascular indices such as systolic BP (SBP), diastolic BP (DBP), and pulse pressure (PP) were measured using a sphygmomanometer. Ordinary least-squares regression models were used to estimate the joint effects of ambient exposure to PM2.5 and dietary micronutrient intake on cardiovascular health outcomes. Results: Fe was consumed in adequate quantities, while Ca, Se, Zn, Mg, and Cu were inadequately consumed among e-waste and non-e-waste recyclers. Dietary Ca, and Fe intake was associated with reduced SBP and PP of e-waste recyclers. Although PM2.5 levels were higher in e-waste recyclers, exposures in the control group also exceeded the WHO 24-h guideline value (25 μg/m3). Exposure to 1 μg/m3 of PM2.5 was associated with an increased heart rate (HR) among e-waste recyclers. Dietary Fe intake was associated with a reduction in systolic blood pressure levels of e-waste recyclers after PM exposure. Conclusions: Consistent adequate dietary Fe intake was associated with reduced effects of PM2.5 on SBP of e-waste recyclers overtime. Nonetheless, given that all other micronutrients are necessary in ameliorating the adverse effects of PM on cardiovascular health, nutrition-related policy dialogues are required. Such initiatives would help educate informal e-waste recyclers and the general population on specific nutrients of concern and their impact on the exposure to ambient air pollutants.
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Background: Direct and continuous exposure to particulate matter (PM), especially in occupational settings is known to impact negatively on respiratory health and lung function. Objective: To determine the association between concentrations of PM (2.5, 2.5-10 and 10 µm) in breathing zone and lung function of informal e-waste workers at Agbogbloshie. Methods: To evaluate lung function responses to PM (2.5, 2.5-10 and 10 µm), we conducted a longitudinal cohort study with three repeated measures among 207 participants comprising 142 healthy e-waste workers from Agbogbloshie scrapyard and 65 control participants from Madina-Zongo in Accra, Ghana from 2017-2018. Lung function parameters (FVC, FEV1, FEV1/FVC, PEF, and FEF 25-75) and PM (2.5, 2.5-10 and 10 µm) concentrations were measured, corresponding to prevailing seasonal variations. Socio-demographic data, respiratory exposures and lifestyle habits were determined using questionnaires. Random effects models were then used to examine the effects of PM (2.5, 2.5-10 and 10 µm) on lung function. Results: The median concentrations of PM (2.5, 2.5-10 and 10 µm) were all consistently above the WHO ambient air standards across the study waves. Small effect estimates per IQR of PM (2.5, 2.5-10 and 10 µm) on lung function parameters were observed even after adjustment for potential confounders. However, a 10 µg increase in PM (2.5, 2.5-10 and 10 µm) was associated with decreases in PEF and FEF 25-75 by 13.3% % [β = −3.133; 95% CI: −0.243, −0.022) and 26.6% [β = −0.266; 95% CI: −0.437, 0.094]. E-waste burning and a history of asthma significantly predicted a decrease in PEF by 14.2% [β = −0.142; 95% CI: −0.278, −0.008) and FEV1 by 35.8% [β = −0.358; 95% CI: −0.590, 0.125] among e-waste burners. Conclusions: Direct exposure of e-waste workers to PM predisposes to decline in lung function and risk for small airway diseases such as asthma and COPD.
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Background: A walk through the Agbogbloshie e-waste recycling site shows a marked heterogeneity in the spatial distribution of the different e-waste processing activities, which are likely to drive clustering of health conditions associated with the different activity type in each space. Objective of study: To conduct a spatial assessment and analysis of health conditions associated with different e-waste activities at different activity spaces at Agbogbloshie. Methods: A choropleth showing the various activity spaces at the Agbogbloshie e-waste site was produced by mapping boundaries of these spaces using Etrex GPS device and individuals working in each activity spaces were recruited and studied. Upon obtaining consent and agreeing to participate in the study, each subject was physically examined and assessed various health outcomes of interest via direct physical examination while characterizing and enumerating the scars, lacerations, abrasions, skin condition and cuts after which both systolic and diastolic blood pressure values were recorded alongside the administration of open and close ended questionnaires. All individuals working within each activity space and consented to participate were recruited; giving a total of one hundred and twelve (112) subjects in all. Results: A study of the choropleth showed that health conditions associated e-waste processing activities were clustered in a fashion similar to the corresponding distribution of each activity. While a total of 96.2% of all the study subjects had cuts, the dismantlers had higher mix of scars, lacerations and abrasions. Abrasions were observed in 16.3% of the dismantlers. Scars were the most common skin condition and were observed on the skins of 93.6% of the subjects. Prevalence of burns among the study subjects was 23.1%. Developing hypertension was not associated with activity type and while a total of 90.2% of subjects had normal blood pressure and 9.8% of them were hypertensives. Finally, 98.2% of respondents felt the need to have a first aid clinic at the site with 96.4% and 97.3% willing to visit the clinic and pay for services respectively. Conclusion: We conclude that while the observed injuries were random and were due purely to accidents without any role of spatial determinants such as the configuration, slope, topography and other subterranean features of the activity spaces, a strong association between the injuries and activity type was observed.
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Informal e-waste recycling is associated with several health hazards. Thus far, the main focus of research in the e-waste sector has been to assess the exposure site, such as the burden of heavy metals or organic pollutants. The aim of this study was to comprehensively assess the health consequences associated with informal e-waste recycling. A questionnaire-based assessment regarding occupational information, medical history, and current symptoms and complaints was carried out with a group of n = 84 e-waste workers and compared to a control cohort of n = 94 bystanders at the e-waste recycling site Agbogbloshie. E-waste workers suffered significantly more from work-related injuries, back pain, and red itchy eyes in comparison to the control group. In addition, regular drug use was more common in e-waste workers (25% vs. 6.4%). Both groups showed a noticeable high use of pain killers (all workers 79%). The higher frequency of symptoms in the e-waste group can be explained by the specific recycling tasks, such as burning or dismantling. However, the report also indicates that adverse health effects apply frequently to the control group. Occupational safety trainings and the provision of personal protection equipment are needed for all workers.
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Electronic waste (e-waste) is a worldwide problem in terms of increasing production rate in the global waste stream. Its recycling is known to be associated with adverse health outcomes. The recycling site at Agbogbloshie is a major e-waste recycling hub which presents enormous health threats to the residents in this community as a result of exposure to complex mixtures of chemicals associated with the poor work methods employed. This paper describes the processes involved in e-waste recycling at Agbogbloshie and discusses some of the associated health and psychosocial challenges. Direct field observations and in-depth interviews of eight e-waste workers were conducted from November, 2017 to December, 2017. Results from a thematic analysis of the data gathered; suggest that inappropriate recycling methods, financial constraints, and the high physical demands of e-waste recycling work were associated with adverse musculoskeletal health conditions among the workers. A more systematic ergonomic study is currently being undertaken to quantify the associations between physical work exposures and worker musculoskeletal health among e-waste workers in Agbogbloshie. Further studies that focus on locally adapted ergonomic interventions for effective recycling of e-waste and reducing the health risk to workers are needed.
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Background/Aim: E-waste recycling at Agbogbloshie consists mainly of collection, dismantling and burning of electronic waste. Processes involved are highly informal and physically demanding, consisting of varying levels of lifting, torso bending and twisting, prolonged sitting and standing. These activities are likely to cause musculoskeletal disorders (MSDs). Thus far, studies on adverse health effects of e-waste recycling have focused ostensibly on chemicals and/or particulate matter. This study investigated the prevalence of MSDs among e-waste workers at Agbogbloshie, Accra Ghana; one of the world’s largest e-waste recycling sites. Methods: The Cornell musculoskeletal discomfort questionnaire was used to obtain information on the occurrence of MSDs in 11 specific body regions of 163 e-waste workers. Descriptive statistics was used to summarize information on MSD prevalence. Chi-squared and regression analyses were used to examine relationships between e-waste recycling job categories and MSD frequency and severity. Results: The study sample consisted of 70 collectors, 73 dismantlers and 20 burners working an average of 6 days per week, for an average duration of 9.95  2.43 hours per day. Analysis indicated an overall MSD prevalence of 90% among e-waste workers. The 6 body regions where MSDs were most commonly reported included the lower back (65%), knee (39%), shoulder (37%), upper arm (30%), lower leg (27%) and neck (26%) respectively. Significant associations between e-waste job category and the frequency (p = 0.032) and severity (p = 0.005) of MSDs were found. For collectors the odds of developing knee and lower leg MSDs were 0.08(0.01-0.67) and 0.17(0.07-0.43) respectively compared to dismantlers. For dismantlers, the odds of developing MSD in the upper arm was 0.08(0.01-0.67) compared to burners. Conclusions: E-waste workers in Agbogbloshie experience an alarmingly high prevalence of MSDs. Reducing the occurrence of MSDs among e-waste workers will require effecting change through contextually and locally adapted ergonomic interventions.
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Objectives: Approximately 2 billion workers globally are employed in informal settings, which are characterized by substantial risk from hazardous exposures and varying job tasks and schedules. Existing methods for identifying occupational hazards must be adapted for unregulated and challenging work environments. We designed and applied a method for objectively deriving time-activity patterns from wearable camera data and matched images with continuous measurements of personal inhalation exposure to size-specific particulate matter (PM) among workers at an informal electronic-waste (e-waste) recovery site. Methods: One hundred and forty-two workers at the Agbogbloshie e-waste site in Accra, Ghana, wore sampling backpacks equipped with wearable cameras and real-time particle monitors during a total of 171 shifts. Self-reported recall of time-activity (30-min resolution) was collected during the end of shift interviews. Images (N = 35,588) and simultaneously measured PM2.5 were collected each minute and processed to identify activities established through worker interviews, observation, and existing literature. Descriptive statistics were generated for activity types, frequencies, and associated PM2.5 exposures. A kappa statistic measured agreement between self-reported and image-based time-activity data. Results: Based on image-based time-activity patterns, workers primarily dismantled, sorted/loaded, burned, and transported e-waste materials for metal recovery with high variability in activity duration. Image-based and self-reported time-activity data had poor agreement (kappa = 0.17). Most measured exposures (90%) exceeded the World Health Organization (WHO) 24-h ambient PM2.5 target of 25 µg m-3. The average on-site PM2.5 was 81 µg m-3 (SD: 94). PM2.5 levels were highest during burning, sorting/loading and dismantling (203, 89, 83 µg m-3, respectively). PM2.5 exposure during long periods of non-work-related activities also exceeded the WHO standard in 88% of measured data. Conclusions: In complex, informal work environments, wearable cameras can improve occupational exposure assessments and, in conjunction with monitoring equipment, identify activities associated with high exposures to workplace hazards by providing high-resolution time-activity data.