Datasets:

electricsheepafrica
/

elearning-digital-training

id int64	cadre string	age int64	sex string	facility_level string	location string	years_experience int64	personal_smartphone int64	computer_access int64	internet_adequate int64	data_affordable int64	elearning_access int64	training_topic string	learning_format string	platform string	course_started int64	course_completed int64	hours_studied float64	modules_completed int64	assessment_passed int64	knowledge_improved int64	practice_changed int64	confidence_improved int64	offline_content_used int64	content_in_local_language int64	barrier_connectivity int64	barrier_cost int64	barrier_time int64	barrier_digital_literacy int64	barrier_motivation int64	satisfaction_score int64	year int64
1	lab_tech	24	female	clinic	urban	11	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,019
2	lab_tech	34	female	health_centre	remote	9	0	0	0	0	1	infection_prevention	blended	whatsapp	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
3	nurse	41	female	community	rural	0	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
4	clinical_officer	28	male	district	rural	11	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,021
5	doctor	39	male	clinic	rural	6	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
6	midwife	34	male	clinic	peri_urban	0	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7	nurse	39	female	district	remote	17	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,020
8	chw	28	female	clinic	peri_urban	13	1	0	0	0	1	maternal_health	text_module	other	1	0	6.2	3	0	0	0	0	0	1	1	1	0	1	0	4	2,023
9	lab_tech	44	female	district	urban	3	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
10	pharmacist	50	female	community	rural	8	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
11	chw	23	male	clinic	remote	8	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
12	chw	35	male	community	peri_urban	5	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
13	chw	26	female	health_centre	remote	0	1	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
14	clinical_officer	56	male	clinic	remote	1	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,019
15	nurse	29	female	clinic	peri_urban	6	0	0	0	0	1	infection_prevention	text_module	openwho	1	0	2.7	3	0	0	0	1	0	1	1	1	0	0	0	4	2,023
16	chw	32	male	health_centre	rural	7	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
17	chw	31	female	community	rural	5	0	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
18	chw	42	female	district	remote	1	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
19	chw	20	female	clinic	remote	7	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
20	nurse	26	male	district	urban	24	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
21	pharmacist	32	male	clinic	rural	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
22	lab_tech	42	female	clinic	rural	0	0	1	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
23	lab_tech	20	female	tertiary	remote	15	0	0	0	0	1	infection_prevention	mobile_app	youtube	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
24	chw	52	female	tertiary	rural	1	0	0	0	0	1	infection_prevention	whatsapp_group	custom	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
25	chw	31	female	district	rural	3	0	1	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
26	nurse	30	female	health_centre	urban	3	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
27	pharmacist	40	female	health_centre	remote	4	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,019
28	lab_tech	20	male	district	rural	4	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
29	nurse	28	female	community	rural	4	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
30	nurse	41	female	clinic	rural	1	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
31	lab_tech	55	female	community	rural	15	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,023
32	midwife	36	female	tertiary	peri_urban	13	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
33	midwife	26	female	community	remote	6	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
34	nurse	28	female	community	remote	0	0	1	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
35	pharmacist	35	female	clinic	urban	20	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
36	nurse	40	female	community	remote	20	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
37	nurse	38	female	clinic	peri_urban	2	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
38	nurse	21	male	district	remote	0	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
39	nurse	30	female	health_centre	peri_urban	0	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,019
40	chw	25	male	health_centre	peri_urban	0	1	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
41	chw	49	male	community	urban	16	0	0	1	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,022
42	chw	20	male	community	rural	0	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
43	nurse	41	male	tertiary	urban	2	1	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,022
44	other	34	male	community	rural	2	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
45	nurse	45	male	clinic	rural	10	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
46	pharmacist	30	female	district	remote	5	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
47	nurse	31	female	clinic	urban	5	0	1	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
48	other	30	male	health_centre	peri_urban	1	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
49	nurse	37	female	community	rural	3	1	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
50	nurse	20	female	health_centre	urban	6	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
51	nurse	35	female	district	peri_urban	0	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
52	clinical_officer	33	female	health_centre	urban	0	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
53	clinical_officer	37	female	district	remote	6	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
54	other	24	female	tertiary	remote	8	1	0	1	1	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2,022
55	other	20	male	clinic	remote	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
56	chw	36	female	health_centre	rural	1	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,023
57	nurse	24	male	district	urban	7	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
58	chw	39	female	community	rural	13	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
59	chw	32	female	health_centre	rural	2	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
60	lab_tech	34	female	district	peri_urban	3	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
61	nurse	32	female	health_centre	rural	5	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
62	lab_tech	21	female	health_centre	peri_urban	11	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
63	lab_tech	33	female	community	urban	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
64	midwife	20	male	clinic	urban	0	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
65	nurse	31	male	clinic	rural	6	0	0	1	0	1	lab_techniques	text_module	openwho	1	0	1.4	4	0	0	0	0	0	1	0	1	1	1	0	5	2,020
66	pharmacist	50	female	community	urban	0	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
67	doctor	57	male	clinic	urban	33	0	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,019
68	midwife	42	female	health_centre	remote	6	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,023
69	chw	51	female	health_centre	rural	4	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
70	nurse	44	male	district	rural	13	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
71	chw	38	male	clinic	remote	3	0	1	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
72	other	20	female	district	rural	3	0	1	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
73	lab_tech	39	male	community	urban	2	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	0	0	1	0	1	1	0	2,020
74	midwife	24	female	health_centre	remote	15	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
75	other	32	female	community	urban	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,021
76	other	48	female	clinic	remote	19	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
77	doctor	38	female	community	rural	0	1	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,022
78	other	41	female	district	remote	6	0	0	0	0	1	infection_prevention	text_module	other	1	0	4.2	4	0	0	0	1	0	1	1	1	0	1	1	1	2,022
79	clinical_officer	30	female	health_centre	rural	5	1	0	0	0	1	other	text_module	other	1	1	7.5	7	1	1	1	0	0	0	1	1	1	0	1	7	2,022
80	chw	33	male	district	remote	1	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
81	nurse	28	female	tertiary	rural	6	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
82	nurse	35	female	health_centre	peri_urban	2	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
83	doctor	20	female	health_centre	rural	15	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
84	other	20	female	health_centre	urban	1	1	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
85	nurse	28	female	district	peri_urban	26	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
86	nurse	33	female	health_centre	urban	7	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
87	nurse	47	male	district	rural	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
88	doctor	40	female	clinic	urban	6	1	1	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
89	chw	40	female	health_centre	urban	2	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
90	other	42	female	community	peri_urban	3	0	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
91	midwife	44	female	community	urban	9	0	0	0	0	1	emergency_care	whatsapp_group	moodle	1	0	3.3	6	0	0	0	0	0	0	1	1	1	0	0	5	2,023
92	clinical_officer	54	female	clinic	urban	5	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
93	doctor	54	male	district	remote	6	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
94	nurse	49	female	health_centre	rural	15	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
95	nurse	23	female	clinic	urban	8	0	1	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
96	other	21	female	clinic	rural	0	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,021
97	lab_tech	20	male	health_centre	urban	10	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
98	nurse	34	male	clinic	remote	13	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
99	lab_tech	35	male	health_centre	rural	4	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
100	doctor	41	male	clinic	peri_urban	1	1	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	2,020

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eLearning & Digital Training

Abstract

Synthetic dataset modeling eLearning and digital training for health workers across three SSA scenarios. Captures access, formats (mobile/video/simulation), platforms, completion, knowledge improvement, certification, barriers, and satisfaction. Parameterized from SSA eLearning research.

Parameterization Evidence

Parameter	Value	Source	Year
eLearning adoption	<20% of health training	Barteit et al. BMC Med Educ	2020
Blended learning	Most effective approach	Barteit et al.	2020
23% SSA med schools	Use eLearning	Frehywot et al. BMC Med Educ	2013
Mobile-based learning	Most accessible channel	WHO Digital Health	2021

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/elearning-digital-training", name="elearning_basic")
df = ds['train'].to_pandas()

References

Barteit S et al. (2020). eLearning SSA. BMC Med Educ. DOI: 10.1186/s12909-020-02064-z
WHO (2021). Digital health workforce capacity building
Frehywot S et al. (2013). eLearning medical education. BMC Med Educ. DOI: 10.1186/1472-6920-13-168

License

CC-BY-4.0

Downloads last month: 24

Size of downloaded dataset files:

3.77 MB

Size of the auto-converted Parquet files:

670 kB

Number of rows:

30,000