Table 1
Criteria used to define correct diagnosis and treatment for childhood, pregnancy-related and adult clinical cases
| Clinical Case | Correct diagnosis required | Correct treatment required |
|---|---|---|
| Child | ||
| Malaria with anaemia | Malaria OR simple malaria Anaemia | Coartem/LA: Twice daily for 3 days (total 6 doses) Iron (+/-folic acid) Paracetamol (PCM) |
| Diarrhoea with severe dehydration | Diarrhoea OR acute diarrhoea Dehydration OR severe dehydration | Oral rehydration solution (ORS) OR rehydration using nasogastric tube (NGT) IV fluids OR referral to another facility OR referral to another health provider Zinc |
| Pneumonia | Pneumonia OR acute respiratory infection | Amoxicillin (+/-dosage specified) Antipyretic (PCM +/-dosage specified) |
| Pregnant women | ||
| Anaemia in pregnancy (at first ANC visit during second trimester) | Pregnancy with anaemia (+/-iron deficiency anaemia) | Iron (60mg) Tetanus toxoid immunization Insecticide-treated net Malaria prophylaxis |
| Adult | ||
| Pulmonary tuberculosis | Tuberculosis | Rifampicin, isoniazid, pyrazinamide, and ethambutol OR Combination therapy OR 4 drugs for 2 months, then 2 drugs for 4 months OR follow up in TB clinic |
| Type 2 diabetes | Diabetes OR type 2 diabetes | Oral hypoglycaemic medicines OR insulin when hypoglycaemic medicines are ineffective |
[i] Notes. Table based on information presented in the Malawi Harmonised Health Facility Assessment 2018/2019 Report.
Table 2
Criteria used to define correct diagnosis and management of emergency maternal and neonatal case
| Clinical Case | Correct diagnosis required | Correct management required |
|---|---|---|
| Postpartum haemorrhage | Postpartum haemorrhage | Determine cause Stimulate uterine contractions abdominally Bimanual massage Intravenous line Intramuscular oxytocin (+/-dose) Intravenous oxytocin (+/-dose schedule) Blood transfusion Surgery: If other measures fail to stop bleeding. Subtotal or total hysterectomy Foley catheter |
| Neonatal asphyxia | Neonatal asphyxia | Call for help Dry baby Keep baby warm Clear airway Position neck slightly extended to keep airway clear Clear airway with aspirator/sucker Stimulate breathing – rubbing back Neutral position Start ventilation with bag and mask Give 5 good inflation breaths Check heart rate (femoral or cord or auscultate) Check breathing Continue to 30 ventilations/minute Check if chest rises during ventilation Stop every 1–2 minutes and check HR or breathing Stop ventilation if HR >100 Chest compressions Provide oxygen |
[i] Notes. Table based on information presented in the Malawi Harmonised Health Facility Assessment 2018/2019 Report.
Table 3
Summary statistics for the pooled analytical sample of healthcare workers and by facility ownership
| Pooled | CHAM | Public | ||||
|---|---|---|---|---|---|---|
| Variables | Percent | SD | Percent | SD | Percent | SD |
| Healthcare worker cadre | ||||||
| Medical Doctor | 2 | 0.15 | 5 | 0.21 | 1 | 0.12 |
| Medical Assistant | 52 | 0.5 | 38 | 0.49 | 57 | 0.5 |
| Clinical Officer | 22 | 0.41 | 26 | 0.44 | 2 | 0.4 |
| Nurse | 24 | 0.43 | 31 | 0.46 | 22 | 0.41 |
| Type of health facility | ||||||
| Hospital | 36 | 0.48 | 55 | 0.5 | 29 | 0.45 |
| Health Centre | 56 | 0.5 | 42 | 0.49 | 62 | 0.49 |
| Dispensary | 4 | 0.2 | 1 | 0.1 | 5 | 0.22 |
| Clinic | 3 | 0.16 | 2 | 0.13 | 3 | 0.17 |
| Health Post | 1 | 0.09 | 0 | 0.06 | 1 | 0.1 |
| Region | ||||||
| North | 2 | 0.4 | 2 | 0.4 | 19 | 0.4 |
| Central | 39 | 0.49 | 4 | 0.49 | 38 | 0.49 |
| South | 42 | 0.49 | 41 | 0.49 | 42 | 0.49 |
| Rural | 75 | 0.43 | 92 | 0.28 | 69 | 0.46 |
| Clinical Knowledge | ||||||
| Correct diagnosis of diarrhoea with severe dehydration | 37 | 0.48 | 32 | 0.47 | 39 | 0.49 |
| Correct diagnosis of pneumonia | 92 | 0.28 | 91 | 0.29 | 92 | 0.27 |
| Correct diagnosis of diabetes | 87 | 0.33 | 93 | 0.25 | 85 | 0.36 |
| Correct diagnosis of TB | 93 | 0.25 | 93 | 0.26 | 94 | 0.25 |
| Correct diagnosis of malaria with anaemia | 38 | 0.49 | 34 | 0.47 | 39 | 0.49 |
| Correct diagnosis of anaemia in pregnancy | 63 | 0.48 | 65 | 0.48 | 62 | 0.49 |
| Correct diagnosis of post-partum haemorrhage | 91 | 0.28 | 92 | 0.27 | 91 | 0.29 |
| Correct diagnosis of neonatal asphyxia | 82 | 0.39 | 81 | 0.39 | 82 | 0.38 |
| Correct treatment of diarrhoea with severe dehydration | 55 | 0.5 | 52 | 0.5 | 56 | 0.5 |
| Correct treatment of pneumonia | 79 | 0.41 | 81 | 0.39 | 78 | 0.41 |
| Correct treatment of diabetes | 78 | 0.42 | 85 | 0.36 | 75 | 0.43 |
| Correct treatment of TB | 86 | 0.35 | 87 | 0.34 | 86 | 0.35 |
| Correct treatment of malaria with anaemia | 36 | 0.48 | 37 | 0.48 | 36 | 0.48 |
| Correct treatment of anaemia in pregnancy | 37 | 0.48 | 41 | 0.49 | 36 | 0.48 |
| Correct diagnosis and treatment of diarrhoea with dehydration | 25 | 0.44 | 22 | 0.41 | 27 | 0.44 |
| Correct diagnosis and treatment of pneumonia | 74 | 0.44 | 74 | 0.44 | 74 | 0.44 |
| Correct diagnosis and treatment of diabetes | 77 | 0.42 | 84 | 0.37 | 74 | 0.44 |
| Correct diagnosis and treatment of TB | 85 | 0.36 | 86 | 0.34 | 84 | 0.37 |
| Correct diagnosis and treatment of malaria with anaemia | 25 | 0.43 | 23 | 0.42 | 25 | 0.44 |
| Correct diagnosis and treatment of anaemia in pregnancy | 25 | 0.43 | 27 | 0.45 | 24 | 0.43 |
| Observations | 1051 | 286 | 765 | |||
[i] Notes. This table presents the descriptive statistics for the analytical sample of clinical staff employed at public and CHAM facilities surveyed for the Clinical Vignette module in the 2018/2019 Malawi HHFA.
Table 4
Summary statistics for the pooled analytical sample of healthcare workers and by facility ownership
| Pooled | CHAM | Public | ||||
|---|---|---|---|---|---|---|
| Variables | Average | SD | Percent | SD | Percent | SD |
| Experience (years) | 6.96 | 7.03 | 7.34 | 8.09 | 6.82 | 6.6 |
| Working hours/week | 58.73 | 36.58 | 55.03 | 34.65 | 60.11 | 37.21 |
| Proportion of correct management of (score 0-100): | ||||||
| Postpartum haemorrhage | 52.82 | 28.83 | 53.46 | 29.02 | 52.58 | 28.78 |
| Neonatal asphyxia | 54.5 | 31.94 | 56.04 | 31.61 | 53.93 | 32.06 |
| Observations | 1051 | 286 | 765 | |||
[i] Notes. This table presents the descriptive statistics for the analytical sample of clinical staff employed at public and CHAM facilities surveyed for the Clinical Vignette module in the 2018/2019 Malawi HHFA.
Table 5
Faith-based facility ownership and probability of correctly diagnosing childhood illness cases.
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | Correct diagnosis of diarrhoea with severe dehydration | Correct diagnosis of pneumonia | Correct diagnosis of malaria with anaemia | |||||||||
| CHAM Facility | -0.072** | -0.084** | -0.099*** | -0.081** | -0.016 | -0.004 | -0.016 | -0.014 | -0.056* | -0.049 | -0.040 | -0.028 |
| (0.033) | (0.033) | (0.036) | (0.035) | (0.020) | (0.018) | (0.019) | (0.020) | (0.033) | (0.034) | (0.037) | (0.037) | |
| Cadre: Medical assistant | -0.203* | -0.171 | -0.211** | 0.024 | 0.049 | 0.034 | 0.040 | 0.063 | 0.048 | |||
| (0.105) | (0.107) | (0.099) | (0.058) | (0.068) | (0.061) | (0.102) | (0.099) | (0.093) | ||||
| Cadre: Clinical officer | -0.160 | -0.146 | -0.185* | 0.053 | 0.069 | 0.057 | 0.049 | 0.091 | 0.062 | |||
| (0.107) | (0.107) | (0.100) | (0.057) | (0.068) | (0.061) | (0.104) | (0.100) | (0.093) | ||||
| Cadre: Nurse | -0.192* | -0.169 | -0.184* | -0.105* | -0.086 | -0.107 | -0.011 | 0.028 | 0.045 | |||
| (0.106) | (0.108) | (0.101) | (0.062) | (0.072) | (0.067) | (0.103) | (0.100) | (0.096) | ||||
| Experience (years) | 0.001 | 0.002 | 0.003 | -0.002* | -0.003** | -0.003** | -0.002 | -0.002 | -0.001 | |||
| (0.002) | (0.002) | (0.002) | (0.001) | (0.001) | (0.001) | (0.002) | (0.002) | (0.002) | ||||
| Work hours/week | -0.000 | -0.000 | -0.000 | -0.000 | -0.000 | -0.000 | -0.000 | -0.000 | -0.000 | |||
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | ||||
| Facility type: Health centre | -0.035 | -0.017 | -0.038** | -0.048** | 0.063 | 0.071* | ||||||
| (0.040) | (0.041) | (0.019) | (0.022) | (0.040) | (0.041) | |||||||
| Facility type: Dispensary | -0.071 | -0.031 | -0.063 | -0.081 | -0.116 | -0.083 | ||||||
| (0.081) | (0.083) | (0.059) | (0.062) | (0.073) | (0.077) | |||||||
| Facility type: Clinic | -0.182** | -0.118 | -0.023 | -0.024 | -0.206*** | -0.172** | ||||||
| (0.084) | (0.092) | (0.051) | (0.052) | (0.069) | (0.076) | |||||||
| Facility type: Health post | -0.255* | -0.247* | ||||||||||
| (0.137) | (0.130) | |||||||||||
| Rural area | 0.006 | -0.027 | -0.004 | 0.002 | -0.057 | -0.054 | ||||||
| (0.042) | (0.044) | (0.023) | (0.026) | (0.043) | (0.044) | |||||||
| Zone | X | X | X | X | ||||||||
| District | X | X | ||||||||||
| Observations | 1,051 | 1,049 | 1,049 | 1,044 | 1,051 | 1,049 | 1,041 | 920 | 1,051 | 1,049 | 1,041 | 1,036 |
Notes. This table displays average marginal effects from the Probit model specified in Equation 1. Clinical vignette data of healthcare workers employed at CHAM and government facilities from the 2018/2019 Malawi HHFA is used for analysis. The omitted reference categories are Cadre: Doctor and Facility type: Hospital. Statistical level of significance is indicated as;
Table 6
Faith-based facility ownership and probability of healthcare workers correctly diagnosing adult illness cases.
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | Correct diagnosis of diabetes | Correct diagnosis of tuberculosis | Correct diagnosis of anaemia in pregnancy | |||||||||
| CHAM Facility | 0.083*** | 0.082*** | 0.069*** | 0.072*** | -0.006 | 0.005 | 0.018 | 0.025 | 0.033 | 0.029 | 0.009 | 0.016 |
| (0.020) | (0.019) | (0.022) | (0.022) | (0.017) | (0.017) | (0.016) | (0.023) | (0.033) | (0.033) | (0.037) | (0.036) | |
| Cadre: Medical assistant | 0.010 | 0.099 | 0.064 | 0.084 | 0.140* | 0.110 | -0.190** | -0.178** | -0.152* | |||
| (0.079) | (0.100) | (0.095) | (0.073) | (0.081) | (0.075) | (0.085) | (0.085) | (0.082) | ||||
| Cadre: Clinical officer | 0.116 | 0.165* | 0.138 | 0.053 | 0.120 | 0.098 | -0.070 | -0.050 | -0.035 | |||
| Cadre: Nurse | (0.078) | (0.100) | (0.096) | (0.074) | (0.082) | (0.076) | (0.087) | (0.086) | (0.083) | |||
| -0.037 | 0.040 | 0.000 | 0.050 | 0.129 | 0.048 | -0.220** | -0.193** | -0.192** | ||||
| (0.081) | (0.101) | (0.097) | (0.073) | (0.082) | (0.080) | (0.088) | (0.087) | (0.085) | ||||
| Experience (years) | -0.001 | -0.000 | -0.000 | 0.004** | 0.005*** | 0.006*** | -0.004* | -0.004** | -0.003 | |||
| (0.002) | (0.001) | (0.002) | (0.002) | (0.001) | (0.002) | (0.002) | (0.002) | (0.002) | ||||
| Work hours/week | 0.000 | 0.001** | 0.001*** | 0.000* | 0.000 | 0.001* | 0.001 | 0.001 | 0.001 | |||
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | ||||
| Facility type: Health centre | -0.077*** | -0.083*** | 0.041** | 0.064** | -0.019 | -0.004 | ||||||
| (0.023) | (0.025) | (0.018) | (0.027) | (0.039) | (0.042) | |||||||
| Facility type: Dispensary | -0.125** | -0.159** | 0.004 | -0.012 | -0.007 | -0.022 | ||||||
| (0.061) | (0.068) | (0.045) | (0.069) | (0.080) | (0.081) | |||||||
| Facility type: Clinic | -0.097 | -0.066 | -0.042 | -0.029 | -0.158* | -0.167* | ||||||
| (0.071) | (0.061) | (0.056) | (0.058) | (0.095) | (0.095) | |||||||
| Facility type: Health post | -0.253 | -0.190 | -0.420*** | -0.449** | -0.381** | -0.336* | ||||||
| (0.156) | (0.137) | (0.163) | (0.195) | (0.156) | (0.178) | |||||||
| Rural | -0.044 | -0.049* | -0.023 | -0.032 | 0.019 | 0.008 | ||||||
| (0.027) | (0.029) | (0.016) | (0.024) | (0.041) | (0.044) | |||||||
| Zone | X | X | X | |||||||||
| District | X | X | X | |||||||||
| Observations | 1,051 | 1,049 | 1,049 | 1,008 | 1,051 | 1,049 | 1,049 | 694 | 1,051 | 1,049 | 1,049 | 1,049 |
Notes. This table displays average marginal effects from the Probit model specified in Equation 1. Clinical vignette data of healthcare workers employed at CHAM and government facilities from the 2018/2019 Malawi HHFA is used for analysis. The omitted reference categories are Cadre: Doctor and Facility type: Hospital. Statistical level of significance is indicated as;
Table 7
Faith-based facility ownership and probability of healthcare workers correctly diagnosing emergency maternal and neonatal cases.
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
|---|---|---|---|---|---|---|---|---|
| Variables | Correct diagnosis of post-partum haemorrhage | Correct diagnosis of neonatal asphyxia | ||||||
| CHAM Facility | 0.011 | 0.013 | 0.014 | 0.023 | -0.006 | -0.018 | -0.040 | -0.031 |
| (0.019) | (0.018) | (0.018) | (0.022) | (0.027) | (0.028) | (0.031) | (0.031) | |
| Cadre: Medical Assistant | -0.007 | 0.019 | 0.012 | -0.085 | -0.085 | -0.116** | ||
| (0.055) | (0.066) | (0.075) | (0.070) | (0.072) | (0.056) | |||
| Cadre: Clinical Officer | 0.019 | 0.055 | 0.069 | -0.030 | -0.018 | -0.042 | ||
| (0.056) | (0.066) | (0.076) | (0.072) | (0.072) | (0.056) | |||
| Cadre: Nurse | -0.018 | 0.026 | -0.009 | -0.023 | -0.016 | -0.059 | ||
| (0.057) | (0.067) | (0.076) | (0.071) | (0.073) | (0.058) | |||
| Experience (years) | 0.004** | 0.004** | 0.003* | 0.003 | 0.002 | 0.001 | ||
| (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | |||
| Work hours/week | 0.001* | 0.000 | 0.001** | 0.000 | -0.000 | -0.000 | ||
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |||
| Facility type: Health centre | 0.018 | 0.023 | -0.028 | -0.011 | ||||
| (0.021) | (0.028) | (0.030) | (0.032) | |||||
| Facility type: Dispensary | -0.055 | -0.169** | -0.013 | 0.010 | ||||
| (0.051) | (0.084) | (0.061) | (0.059) | |||||
| Facility type: Clinic | -0.088 | -0.049 | -0.082 | -0.024 | ||||
| (0.074) | (0.068) | (0.088) | (0.073) | |||||
| Facility type: Health post | -0.203 | -0.114 | -0.236 | -0.136 | ||||
| (0.159) | (0.122) | (0.173) | (0.144) | |||||
| Rural | -0.019 | -0.031 | 0.038 | 0.024 | ||||
| (0.021) | (0.027) | (0.035) | (0.037) | |||||
| Zone | X | X | ||||||
| District | X | X | ||||||
| Observations | 1,051 | 1,049 | 1,049 | 856 | 1,051 | 1,049 | 1,049 | 1,044 |
Notes. This table displays average marginal effects from the Probit model specified in Equation 1. Clinical vignette data of healthcare workers employed at CHAM and government facilities from the 2018/2019 Malawi HHFA is used for analysis. The omitted reference categories are Cadre: Doctor and Facility type: Hospital. Statistical level of significance is indicated as;
Table 8
Faith-based facility ownership and probability of healthcare workers correctly treating childhood illness cases.
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | Correct treatment of diarrhoea with severe dehydration | Correct treatment of pneumonia | Correct treatment of malaria with anaemia | |||||||||
| CHAM Facility | -0.040 | -0.043 | -0.088** | -0.057 | 0.027 | 0.026 | 0.006 | 0.019 | 0.011 | 0.009 | 0.010 | 0.021 |
| (0.035) | (0.035) | (0.038) | (0.038) | (0.028) | (0.028) | (0.031) | (0.030) | (0.033) | (0.034) | (0.036) | (0.034) | |
| Cadre: Medical assistant | -0.059 | -0.031 | -0.040 | -0.085 | -0.065 | -0.075 | -0.265*** | -0.240** | -0.212** | |||
| (0.104) | (0.104) | (0.096) | (0.071) | (0.076) | (0.073) | (0.101) | (0.097) | (0.093) | ||||
| Cadre: Clinical officer | -0.029 | -0.052 | -0.047 | -0.075 | -0.077 | -0.084 | -0.214** | -0.192** | -0.169* | |||
| (0.106) | (0.105) | (0.096) | (0.073) | (0.078) | (0.075) | (0.103) | (0.098) | (0.093) | ||||
| Cadre: Nurse | -0.064 | -0.063 | -0.054 | -0.094 | -0.077 | -0.071 | -0.334*** | -0.290*** | -0.209** | |||
| (0.106) | (0.106) | (0.098) | (0.073) | (0.078) | (0.075) | (0.102) | (0.099) | (0.096) | ||||
| Experience (years) | -0.006*** | -0.005** | -0.004** | -0.004** | -0.003* | -0.003* | 0.001 | 0.001 | 0.001 | |||
| (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | ||||
| Work hours/week | -0.000 | 0.000 | 0.000 | -0.000 | -0.000 | 0.000 | 0.001 | 0.001** | 0.001*** | |||
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | ||||
| Facility type: Health centre | -0.154*** | -0.156*** | -0.073** | -0.066** | 0.011 | 0.012 | ||||||
| (0.040) | (0.041) | (0.032) | (0.033) | (0.038) | (0.039) | |||||||
| Facility types: Dispensary | -0.204** | -0.194** | 0.037 | 0.043 | -0.107 | -0.123* | ||||||
| (0.084) | (0.085) | (0.059) | (0.058) | (0.072) | (0.070) | |||||||
| Facility type: Clinic | -0.111 | -0.111 | -0.030 | -0.009 | 0.112 | 0.132 | ||||||
| (0.093) | (0.091) | (0.070) | (0.067) | (0.095) | (0.084) | |||||||
| Facility type: Health post | 0.242** | 0.258*** | -0.174 | -0.163 | 0.051 | 0.041 | ||||||
| (0.113) | (0.097) | (0.158) | (0.152) | (0.178) | (0.166) | |||||||
| Rural | 0.063 | 0.083* | 0.028 | 0.020 | -0.037 | -0.024 | ||||||
| (0.043) | (0.043) | (0.036) | (0.037) | (0.041) | (0.040) | |||||||
| Zone | X | X | X | |||||||||
| District | X | X | X | |||||||||
| Observations | 1,051 | 1,049 | 1,049 | 1,039 | 1,051 | 1,049 | 1,049 | 1,044 | 1,051 | 1,049 | 1,049 | 1,049 |
Notes. This table displays average marginal effects from the Probit model specified in Equation 1. Clinical vignette data of healthcare workers employed at CHAM and government facilities from the 2018/2019 Malawi HHFA is used for analysis. The omitted reference categories are Cadre: Doctor and Facility type: Hospital. Statistical level of significance is indicated as;
Table 9
Faith-based facility ownership and probability of healthcare workers correctly treating adult illness cases.
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | Correct treatment of diabetes | Correct treatment of tuberculosis | Correct treatment of anaemia in pregnancy | |||||||||
| CHAM Facility | 0.095*** | 0.092*** | 0.075*** | 0.081*** | 0.011 | 0.019 | 0.009 | 0.003 | 0.050 | 0.033 | 0.004 | 0.020 |
| (0.026) | (0.027) | (0.029) | (0.029) | (0.024) | (0.023) | (0.025) | (0.029) | (0.034) | (0.034) | (0.037) | (0.037) | |
| Cadre: Medical assistant | -0.057 | 0.028 | 0.016 | -0.002 | 0.071 | 0.076 | -0.112 | -0.060 | -0.061 | |||
| (0.083) | (0.093) | (0.091) | (0.069) | (0.089) | (0.112) | (0.105) | (0.104) | (0.097) | ||||
| Cadre: Clinical officer | 0.083 | 0.098 | 0.093 | 0.031 | 0.081 | 0.108 | -0.013 | -0.024 | -0.019 | |||
| (0.083) | (0.093) | (0.092) | (0.070) | (0.090) | (0.112) | (0.107) | (0.104) | (0.097) | ||||
| Cadre: Nurse | -0.127 | -0.075 | -0.083 | -0.090 | -0.002 | -0.023 | -0.075 | -0.047 | -0.021 | |||
| (0.086) | (0.095) | (0.094) | (0.072) | (0.091) | (0.113) | (0.106) | (0.105) | (0.100) | ||||
| Experience (years) | -0.003* | -0.004** | -0.003* | -0.001 | -0.000 | -0.001 | -0.004* | -0.004* | -0.004* | |||
| (0.002) | (0.002) | (0.002) | (0.002) | (0.001) | (0.002) | (0.002) | (0.002) | (0.002) | ||||
| Work hours/week | 0.000 | 0.000 | 0.000 | 0.000 | 0.001* | 0.001** | -0.001** | -0.001 | -0.000 | |||
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | ||||
| Facility type: Health centre | -0.116*** | -0.117*** | -0.046* | -0.069** | -0.137*** | -0.136*** | ||||||
| (0.031) | (0.033) | (0.024) | (0.030) | (0.040) | (0.042) | |||||||
| Facility type: Dispensary | -0.146** | -0.181** | -0.117* | -0.206** | -0.095 | -0.095 | ||||||
| (0.071) | (0.078) | (0.068) | (0.085) | (0.082) | (0.082) | |||||||
| Facility type: Clinic | -0.074 | -0.065 | -0.155** | -0.168** | -0.051 | -0.051 | ||||||
| (0.080) | (0.073) | (0.078) | (0.083) | (0.093) | (0.090) | |||||||
| Facility type: Health post | -0.177 | -0.114 | -0.255* | -0.295* | -0.151 | -0.155 | ||||||
| (0.161) | (0.133) | (0.138) | (0.172) | (0.178) | (0.160) | |||||||
| Rural | -0.047 | -0.055 | -0.029 | -0.012 | 0.016 | 0.033 | ||||||
| (0.034) | (0.037) | (0.026) | (0.034) | (0.041) | (0.043) | |||||||
| Zone | X | X | X | |||||||||
| District | X | X | X | |||||||||
| Observations | 1,051 | 1,049 | 1,049 | 1,049 | 1,051 | 1,049 | 1,049 | 864 | 1,051 | 1,049 | 1,049 | 1,049 |
Notes. This table displays average marginal effects from the Probit model specified in Equation 1. Clinical vignette data of healthcare workers employed at CHAM and government facilities from the 2018/2019 Malawi HHFA is used for analysis. The omitted reference categories are Cadre: Doctor and Facility type: Hospital. Statistical level of significance is indicated as;
Table 10
Association between faith-based ownership and correct management of emergency maternal and neonatal cases.
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
|---|---|---|---|---|---|---|---|---|
| Variables | Correct management of post-partum haemorrhage | Correct management of neonatal asphyxia | ||||||
| CHAM Facility | 0.880 | -0.542 | -2.665 | 0.305 | 2.111 | 0.500 | -2.534 | -0.046 |
| (2.006) | (2.030) | (2.198) | (2.161) | (2.199) | (2.234) | (2.366) | (2.357) | |
| Cadre: Medical assistant | -5.125 | -1.214 | -4.103 | -4.133 | -0.732 | -2.839 | ||
| (6.022) | (6.171) | (5.057) | (6.782) | (6.516) | (5.776) | |||
| Cadre: Clinical officer | 5.327 | 6.252 | 4.688 | 7.852 | 9.573 | 7.539 | ||
| (6.140) | (6.275) | (5.109) | (6.902) | (6.585) | (5.853) | |||
| Cadre: Nurse | 1.443 | 4.481 | 1.406 | 3.632 | 6.804 | 5.116 | ||
| (6.133) | (6.240) | (5.252) | (6.901) | (6.593) | (5.949) | |||
| Experience (years) | -0.124 | -0.094 | -0.119 | -0.058 | -0.077 | -0.076 | ||
| (0.129) | (0.129) | (0.120) | (0.142) | (0.136) | (0.130) | |||
| Work hours/week | -0.015 | -0.006 | 0.014 | -0.009 | -0.014 | 0.009 | ||
| (0.023) | (0.024) | (0.024) | (0.026) | (0.027) | (0.027) | |||
| Facility type: Health centre | -6.935*** | -3.560 | -7.659*** | -5.007* | ||||
| (2.410) | (2.470) | (2.614) | (2.645) | |||||
| Facility type: Dispensary | 11.003*** | -9.837*** | -1.584 | -0.816 | ||||
| (4.261) | (3.679) | (4.543) | (4.497) | |||||
| Facility type: Clinic | -9.944* | -3.665 | -12.063** | -5.505 | ||||
| (5.790) | (5.523) | (5.898) | (5.650) | |||||
| Facility type: Health post | -14.193 | -9.658 | -21.023** | -19.002** | ||||
| (9.538) | (8.941) | (10.238) | (7.923) | |||||
| Rural | 0.841 | -1.684 | 3.555 | 0.544 | ||||
| (2.566) | (2.605) | (2.703) | (2.673) | |||||
| Zone | X | X | ||||||
| District | X | X | ||||||
| Constant | 52.578*** | 55.895*** | 56.074*** | 68.095*** | 53.925*** | 54.868*** | 58.967*** | 79.664*** |
| (1.041) | (6.210) | (6.638) | (8.912) | (1.160) | (7.069) | (6.946) | (8.147) | |
| Observations | 1,051 | 1,049 | 1,049 | 1,049 | 1,051 | 1,049 | 1,049 | 1,049 |
| R-squared | 0.000 | 0.023 | 0.071 | 0.210 | 0.001 | 0.025 | 0.094 | 0.213 |
Notes. This table displays the coefficients from the Ordinary Least Squares regression model following Equation
1. Clinical vignette data of healthcare workers employed at CHAM and government facilities from the 2018/2019 Malawi HHFA is used for analysis. The outcome variables are defined as the proportion of correct management actions measured by a score of 0-100. The omitted reference categories for control variables are Cadre: Doctor and Facility type: Hospital. Statistical level of significance is indicated as;
