| Literature DB >> 35351147 |
Wei Chang1, Jessica Cohen2, Brian Mwesigwa3, Peter Waiswa4, Slawa Rokicki5.
Abstract
BACKGROUND: Maintaining a motivated health workforce is critical to health system effectiveness and quality of care. Scant evidence exists on whether interventions aimed to strengthen health infrastructure in low-resource settings affect health workers. This study evaluated the impact of an intervention providing solar light and electricity to rural maternity facilities in Uganda on health workers' job satisfaction.Entities:
Keywords: Electricity and light; Job satisfaction; Maternal and newborn health; Mixed-methods; Solar energy; Uganda
Mesh:
Year: 2022 PMID: 35351147 PMCID: PMC8966259 DOI: 10.1186/s12960-022-00722-3
Source DB: PubMed Journal: Hum Resour Health ISSN: 1478-4491
Fig. 1Study flow chart
Outcome measurements and definitions
| Outcome | Type (No. of Items) | Definition |
|---|---|---|
| Pre-specified primary outcomes | ||
| Satisfied with light and electricity | Binary (2) | Equal to 1 if strongly agree or agree with both statements: (1) I am satisfied with the availability and brightness of light in this facility. (2) I am satisfied with the availability of electricity in this facility |
| Job satisfaction index | Continuous (4) | Mean score (1–5) of response to four statements: (1) These days, I feel motivated to work as hard as I can. (2) Overall, I am satisfied with my job. (3) Overall, the morale level at my department is good (4) I plan on staying at this position for the next year |
| Pre-specified secondary outcomes | ||
| Impact of lack of overhead light index | Continuous (14) | Index of items measuring how lack of overhead light in facilities affected health workers’ ability to perform job functions, including how often health worker: conducted deliveries without overhead light; had to hold torch in hand to see patient; experienced lack of light that affected normal care provided; delayed care; feared to move around facility; was affected in ability to suture, find/use equipment, conduct examinations of mother, provide emergency care, provide newborn care, monitor fetal heartrate, administer medication, clean up after delivery, manage infection control. Response to items scored (1–5) on following scale: 1. Every delivery, 2. Most, 3. Some, 4. Few, or 5. Never. Overall score is the average of 14 items, yielding a range of 1–5. We reverse-coded the index so that higher overall score indicates more frequent occurrence of negative impact of lack of overhead light |
| Other outcomes in the main results | ||
| Satisfied with light | Binary | Equal to 1 if strongly agree or agree with: I am satisfied with the availability and brightness of light in this facility |
| Satisfied with electricity | Binary | Equal to 1 if strongly agree or agree with: I am satisfied with the availability of electricity in this facility |
Effects of intervention assignment on retention
| Retained | |
|---|---|
| Assigned to intervention at baseline | − 0.04 |
| [− 0.23, 0.16] | |
| Control mean | 0.84 |
| Observations | 88 |
A health worker was considered “retained” if she was (1) either interviewed for the health worker survey or observed in delivery observations at baseline and (2) re-interviewed or re-observed in the follow-up data collection round. Models included facility fixed effects. Results show point estimate and 95% confidence interval. Standard errors are clustered at facility level
*p < 0.05, **p < 0.01, ***p < 0.001
Baseline characteristics of health workers and health facilities
| Overall | Intervention | Control | ||
|---|---|---|---|---|
| Panel 1: Health Worker Characteristics | ||||
| Number of health workers | 85 | 43 | 42 | |
| Female | 84 (99%) | 43 (100%) | 41 (98%) | 0.31 |
| Age, mean (SD) | 34.2 (9.8) | 33.4 (9.7) | 35.1 (9.9) | 0.43 |
| Number of deliveries last month, mean (SD) | 17.4 (15.4) | 15.2 (12.1) | 19.5 (18.0) | 0.20 |
| Education | ||||
| Only secondary | 2 (2%) | 2 (5%) | 0 (0%) | 0.27 |
| Certificate | 49 (58%) | 26 (60%) | 23 (55%) | |
| Diploma or Bachelor | 34 (40%) | 15 (35%) | 19 (45%) | |
| Position | ||||
| Clinical/Nursing Officer | 14 (16%) | 7 (16%) | 7 (17%) | 0.11 |
| Enrolled Midwife/Nurse | 58 (68%) | 26 (60%) | 32 (76%) | |
| Assistant/Traditional Birth Attendants | 13 (15%) | 10 (23%) | 3 (7%) | |
| Years of experience, mean (SD) | 7.9 (8.4) | 7.5 (8.1) | 8.3 (8.7) | 0.66 |
| Satisfied with light and electricity | 3 (4%) | 1 (2%) | 2 (5%) | 0.54 |
| Job satisfaction index, mean (SD) | 3.1 (0.8) | 3.1 (0.8) | 3.1 (0.7) | 0.99 |
| Impact of lack of overhead light index, mean (SD) | 3.2 (1.0) | 3.2 (1.0) | 3.1 (0.9) | 0.64 |
| Panel 2: Health Facility Characteristics | ||||
| Number of facilities | 30 | 15 | 15 | |
| Facility level | ||||
| Health Center II | 5 (17%) | 3 (20%) | 2 (13%) | 0.77 |
| Health Center III | 22 (73%) | 11 (73%) | 11 (73%) | |
| Health Center IV | 3 (10%) | 1 (7%) | 2 (13%) | |
| Primary source of electricity | ||||
| None/lanterns | 12 (40%) | 6 (40%) | 6 (40%) | 0.89 |
| Grid | 11 (37%) | 5 (33%) | 6 (40%) | |
| Solar | 7 (23%) | 4 (27%) | 3 (20%) | |
| Facility gov’t owned | 28 (93%) | 13 (87%) | 15 (100%) | 0.14 |
| Monthly patient volume, mean (SD) | 33.6 (17.2) | 30.2 (18.1) | 37.0 (16.1) | 0.29 |
MCH maternal and child health, SD standard deviation. See Table 4 in the Appendix for definitions of outcomes
Characteristics of health workers for subgroup analyses
| Retained | Not retained | ||
|---|---|---|---|
| Number of health workers | 54 | 31 | |
| Female | 54 (100%) | 30 (97%) | 0.18 |
| Age, mean (SD) | 34.4 (9.4) | 33.8 (10.6) | 0.79 |
| Number of deliveries last month, mean (SD) | 18.7 (15.9) | 15.0 (14.4) | 0.30 |
| Education | |||
| Only secondary | 0 (0%) | 2 (6%) | 0.15 |
| Certificate | 31 (57%) | 18 (58%) | |
| Diploma or Bachelor | 23 (43%) | 11 (35%) | |
| Position | |||
| Clinical/Nursing Officer | 9 (17%) | 5 (16%) | 0.026 |
| Enrolled Midwife/Nurse | 41 (76%) | 17 (55%) | |
| Assistant/Traditional Birth Attendants | 4 (7%) | 9 (29%) | |
| Years of experience, mean (SD) | 8.4 (8.8) | 7.0 (7.6) | 0.48 |
| Satisfied with light and electricity | 2 (4%) | 1 (3%) | 0.91 |
| Job satisfaction index, mean (SD) | 3.1 (0.7) | 3.1 (0.8) | 0.94 |
| Impact of lack of overhead light index, mean (SD) | 3.3 (1.0) | 3.0 (1.0) | 0.25 |
SD standard deviation
Fig. 2Impact of insufficient light or electricity based on qualitative open-ended questions with health workers
Results of thematic analysis of qualitative open-ended questions on impact of insufficient light or power
| Themes | Codes | Representative examples from field notes |
|---|---|---|
| Panel A: Impact of Insufficient Light or Power | ||
| Difficulty in providing care | More difficult procedures | |
| When attending multiple patients | ||
| Delayed care/procedures | ||
| Unnecessary referrals | ||
| Inadequate care | ||
| Harm to health Worker | Anxiety, fear, stress, feeling bad/irritated, boredom | |
| Reduced job security | ||
| Physical pain, infection, injury, tiredness | ||
| Disrespect from patients | ||
| Lower motivation/morale | ||
| Lack of personal safety | ||
| Damage to personal phones | ||
| Poor facility conditions | Worse facility hygiene | |
| Fire hazard from lanterns/candles | ||
| Harm to patients | Burden on patients/companion | |
| Loss of privacy | ||
| Facility-acquired infection/injuries | ||
| Discomfort/pain | ||
| Fistula | ||
| Neonatal death | ||
| Maternal death | ||
| Panel B: Reasons Solar Suitcase Might Not Be Enough | ||
| Problems with Solar Suitcase | Overhead LED light—does not last | |
| Overhead LED light—not bright enough | ||
| Doppler—unstable reading | ||
| Doppler—gel running out | ||
| Doppler—charging problems | ||
| Lack of training/ | ||
| Infrequent use | ||
| Other challenges | Lack of medical supplies/equipment | |
| Lack of space | ||
| Lack of clean water | ||
| Poor transportation/road conditions | ||
| Inadequate security | ||
| Inadequate accommodation | ||
| Poor community relationship | ||
| Under staffing/heavy workload | ||
| Improper waste disposal | ||
| Patient poverty | ||
| Late pay | ||
| Inadequate training/supervision | ||
Regression estimates of intervention impact on health worker outcomes
| (1) | (2) | (3) | (4) | (5) | |
|---|---|---|---|---|---|
| Satisfied with light and electricity | Satisfied with light | Satisfied with electricity | Impact of lack of overhead light index | Job satisfaction index | |
| Panel A: All health workers presented at baseline | |||||
| Solar Suitcase | 0.19 | 0.76*** | 0.19 | − 1.96*** | 0.30** |
| [− 0.05, 0.43] | [0.61, 0.92] | [− 0.05, 0.43] | [− 2.63, − 1.29] | [0.08, 0.51] | |
| Control mean | 0.04 | 0.04 | 0.04 | 3.28 | 3.17 |
| Observations | 139 | 139 | 139 | 136 | 139 |
| Health workers | 85 | 85 | 85 | 85 | 85 |
| Panel B: Health workers presented at both baseline and follow-up surveys | |||||
| Solar Suitcase | 0.20 | 0.76*** | 0.20 | − 1.98*** | 0.33** |
| [− 0.07, 0.47] | [0.62, 0.90] | [− 0.07, 0.47] | [− 2.71, − 1.25] | [0.11, 0.55] | |
| Control mean | 0.04 | 0.04 | 0.04 | 3.38 | 3.19 |
| Observations | 108 | 108 | 108 | 105 | 108 |
| Health workers | 54 | 54 | 54 | 54 | 54 |
Linear models that use data from both baseline and follow-up surveys and include facility fixed effects. Results show point estimate and 95% confidence interval. Standard errors are clustered at facility level. Satisfied with light and electricity is equal to 1 if health worker strongly agrees or agrees with both (1) I am satisfied with the availability and brightness of light in this facility and (2) I am satisfied with the availability of electricity in this facility. Impact of lack of overhead light index is an index of 14 items measuring health workers’ assessment of impact of lack of overhead light on their ability to conduct job tasks, including how often health worker: conducted deliveries without overhead light; had to hold torch in hand/mouth to see patient; experienced lack of light that affected normal care provided; delayed care; feared to move around facility; was affected in ability to suture, find/use equipment, conduct examinations of mother, provide emergency care, provide newborn care, monitor fetal heartrate, administer medication, clean up after delivery, manage infection control. This is reversely coded so that higher score indicates more frequent negative impact. Job satisfaction index is the mean score of four statements on a 1–5 scale: (1) These days, I feel motivated to work as hard as I can. (2) Overall, I am satisfied with my job. (3) Overall, the morale level at my department is good (4) I plan on staying at this position for the next year. *p < 0.05, **p < 0.01, ***p < 0.001
Estimates of intervention impact on individual items in the satisfaction indices
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
|---|---|---|---|---|---|---|---|---|
| Satisfied with light | Satisfied with electricity | Light and electricity satisfaction Index | Motivated to work hard | Satisfied with job | Good morale | Plan on staying next year | Job satisfaction Index | |
| Panel A: All health workers presented at baseline | ||||||||
| Solar Suitcase | 2.47*** | 0.68 | 1.46*** | 0.60* | 0.57* | 0.12 | − 0.20 | 0.30** |
| [1.83, 3.10] | [− 0.21, 1.57] | [0.76, 2.16] | [0.02, 1.17] | [0.09, 1.05] | [− 0.35, 0.60] | [− 0.90, 0.49] | [0.08, 0.51] | |
| Control mean | 1.51 | 1.55 | 1.54 | 3.18 | 3.40 | 3.37 | 2.74 | 3.17 |
| Observations | 138 | 129 | 129 | 139 | 138 | 138 | 138 | 139 |
| Health workers | 84 | 82 | 82 | 85 | 85 | 85 | 85 | 85 |
| Panel B: Health workers presented at both baseline and follow-up | ||||||||
| Solar Suitcase | 2.40*** | 0.53 | 1.31** | 0.56* | 0.49 | 0.29 | − 0.08 | 0.33** |
| [1.69, 3.11] | [− 0.49, 1.56] | [0.51, 2.12] | [0.05, 1.07] | [− 0.10, 1.09] | [− 0.09, 0.67] | [− 0.86, 0.69] | [0.11, 0.55] | |
| Control mean | 1.53 | 1.56 | 1.55 | 3.20 | 3.49 | 3.34 | 2.73 | 3.19 |
| Observations | 108 | 101 | 101 | 108 | 107 | 107 | 107 | 108 |
| Health workers | 54 | 54 | 54 | 54 | 54 | 54 | 54 | 54 |
Linear models that use data from both baseline and follow-up surveys and include facility fixed effects. Results show point estimate and 95% confidence interval. Standard errors are clustered at facility level. Light and electricity satisfaction index is the mean score of two statements on a 1–5 scale: (1) I am satisfied with the availability and brightness of light in this facility. (2) I am satisfied with the availability of electricity in this facility. Job satisfaction index is the mean score of four statements on a 1–5 scale: (1) These days, I feel motivated to work as hard as I can. (2) Overall, I am satisfied with my job. (3) Overall, the morale level at my department is good (4) I plan on staying at this position for the next year
*p < 0.05, **p < 0.01, ***p < 0.001
Results of thematic analysis of qualitative open-ended questions on Solar Suitcase
| Themes | Codes | Representative examples from field notes |
|---|---|---|
| Assist in procedures | Doppler, headlamp, overhead light | |
| Avoid unnecessary referral | Doppler, headlamp, suitcase | |
| Reduce delay in diagnose, treatment, or referral | Doppler, overhead lamp | |
| Enhanced personal security | Headlamp | |
| Reduce stress/ create better work environment | Overhead lamp | |
| Increase patient satisfaction | Doppler | |
| Enable mothers to stay postpartum | Overhead lamp | |
| Emergency communication | Phone charger | |
| Reduced cost | Phone charger | |
Estimates of intervention impact using alternative model specifications
| Model 1 | Model 2 | Model 3 | Model 4 | |
|---|---|---|---|---|
| Satisfaction with light and electricity | 8.68* | 0.19 | 0.19 | 0.19 |
| [1.30, 58.16] | [− 0.03, 0.40] | [− 0.03, 0.40] | [− 0.00, 0.46] | |
| Observations | 139 | 139 | 139 | 139 |
| Control mean | 0.04 | 0.04 | 0.04 | 0.04 |
| Satisfaction with light | 87.20*** | 0.75*** | 0.76*** | 0.76*** |
| [19.75, 384.98] | [0.62, 0.88] | [0.63, 0.90] | [0.60, 0.91] | |
| Observations | 139 | 139 | 139 | 139 |
| Control mean | 0.05 | 0.04 | 0.04 | 0.04 |
| Satisfaction with electricity | 6.88 | 0.18 | 0.19 | 0.19 |
| [0.89, 53.01] | [− 0.03, 0.39] | [− 0.03, 0.40] | [− 0.00, 0.46] | |
| Observations | 139 | 139 | 139 | 139 |
| Control mean | 0.05 | 0.04 | 0.04 | 0.04 |
| Impact of lack of overhead light index | 0.40*** | − 1.96*** | − 1.96*** | − 1.96*** |
| [0.34, − 0.46] | [− 2.46, − 1.47] | [− 2.56, − 1.37] | [− 2.75, − 1.33] | |
| Observations | 136 | 136 | 136 | 136 |
| Control mean | 3.28 | 3.28 | 3.28 | 3.28 |
| Job satisfaction index | 1.06 | 0.24* | 0.30** | 0.30* |
| [0.95, 1.17] | [0.04, 0.45] | [0.11, 0.49] | [0.09, 0.50] | |
| Observations | 139 | 139 | 139 | 139 |
| Control mean | 3.17 | 3.17 | 3.17 | 3.17 |
| Regression model | Logistic/Poisson | Linear | Linear | Linear |
| Facility fixed/random effects | None | Random | Fixed | Fixed |
| Bootstrapped standard errors | No | No | No | Yes |
Linear models report coefficients. Logistic models report odds ratios for binary variables. Poisson models report incident rates for count variables. Standard errors are clustered at facility level. Bootstrapped standard errors are calculated using the wild cluster bootstrap method. Satisfied with light and electricity is equal to 1 if health worker strongly agrees or agrees with both (1) I am satisfied with the availability and brightness of light in this facility and (2) I am satisfied with the availability of electricity in this facility. Impact of lack of overhead light index is an index of 14 items measuring health workers’ assessment of impact of lack of overhead light on their ability to conduct job tasks, including how often health worker: conducted deliveries without overhead light; had to hold torch in hand/mouth to see patient; experienced lack of light that affected normal care provided; delayed care; feared to move around facility; was affected in ability to suture, find/use equipment, conduct examinations of mother, provide emergency care, provide newborn care, monitor fetal heartrate, administer medication, clean up after delivery, manage infection control. This is reversely coded so that higher score indicates more frequent negative impact. Job satisfaction index is the mean score of four statements on a 1–5 scale: (1) These days, I feel motivated to work as hard as I can. (2) Overall, I am satisfied with my job. (3) Overall, the morale level at my department is good (4) I plan on staying at this position for the next year
*p < 0.05, **p < 0.01, ***p < 0.001
Fig. 3Impact of intervention on individual items related to job satisfaction. Linear regression results show point estimates and 95% confidence interval. Standard errors are clustered at facility level. Sample consists of all health workers present at the baseline survey. Health workers rated to what extent they agreed with each statement on a 1–5 scale, with 1 being “strongly disagree” and 5 “strongly agree”.
Estimates of intervention impact on health worker outcomes—controlling for health worker characteristics (age, position, deliveries last month, and education)
| (1) | (2) | (3) | (4) | (5) | |
|---|---|---|---|---|---|
| Satisfied with light and electricity | Satisfied with light | Satisfied with electricity | Impact of lack of overhead light index | Job satisfaction index | |
| Panel A: All health workers presented at baseline | |||||
| Solar Suitcase | 0.19 | 0.75*** | 0.19 | − 1.97*** | 0.31** |
| [− 0.06, 0.44] | [0.60, 0.91] | [− 0.06, 0.44] | [− 2.56, − 1.37] | [0.09, 0.53] | |
| Control mean | 0.04 | 0.04 | 0.04 | 3.29 | 3.18 |
| Observations | 137 | 137 | 137 | 135 | 137 |
| Health workers | 84 | 84 | 84 | 84 | 84 |
| Panel B: Health workers presented at both baseline and follow-up surveys | |||||
| Solar Suitcase | 0.20 | 0.75*** | 0.20 | − 1.97*** | 0.31* |
| [− 0.08, 0.47] | [0.60, 0.91] | [− 0.08, 0.47] | [− 2.63, − 1.31] | [0.06, 0.56] | |
| Control mean | 107 | 107 | 107 | 3.38 | 3.20 |
| Observations | 54 | 54 | 54 | 105 | 107 |
| Health workers | 0.04 | 0.04 | 0.04 | 54 | 54 |
Linear models that use data from both baseline and follow-up surveys and include facility fixed effects. Results show point estimate and 95% confidence interval. Standard errors are clustered at facility level. Satisfied with light and electricity is equal to 1 if health worker strongly agrees with both (1) I am satisfied with the availability and brightness of light in this facility and (2) I am satisfied with the availability of electricity in this facility. Impact of lack of overhead light index is an index of 14 items measuring health workers’ assessment of impact of blackouts on their ability to conduct job, including how often health worker: conducted deliveries without overhead light; had to hold torch in hand to see patient; experienced lack of light that affected normal care provided; delayed care; feared to move around facility; was affected in ability to suture, find/use equipment, conduct examinations of mother, provide emergency care, provide newborn care, monitor fetal heartrate, administer medication, clean up after delivery, manage infection control. This is reversely coded so that higher score indicates more frequent negative impact. Job satisfaction index is the mean score on a 1–5 scale to four questions (1) These days, I feel motivated to work as hard as I can. (2) Overall, I am satisfied with my job. (3) Overall, the morale level at my department is good 4) I plan on staying at this position for the next year. See Table 1 in the Appendix for definitions of outcomes. *p < 0.05, **p < 0.01, ***p < 0.001