record_id
int64
1
30k
country
stringclasses
15 values
year
int64
2.02k
2.03k
quarter
stringclasses
4 values
operator
stringclasses
46 values
technology
stringclasses
4 values
active_subscribers_millions
float64
1.62
122
arpu_usd
float64
1.76
9.27
monthly_churn_pct
float64
1.5
8
prepaid_share_pct
float64
45
98
data_revenue_share_pct
float64
20
82
voice_revenue_share_pct
float64
18
80
mobile_money_subscribers_millions
float64
0.35
52
data_usage_gb_per_user
float64
0.2
55.7
network_coverage_pct
float64
30
99
market_share_pct
float64
5.4
93.4
spectrum_efficiency_index
float64
0.3
5
customer_satisfaction_score
float64
2.5
4.8
scenario
stringclasses
3 values
20,593
Cote d'Ivoire
2,026
Q3
Orange Cote d'Ivoire
4g
22.67
3.91
7.21
80.96
72.58
27.42
11.52
14.68
64.34
49.87
2.67
3.56
market_saturation
10,222
Kenya
2,025
Q3
Telkom Kenya
3g
7.05
2.7
6.32
90.42
29.29
70.71
6.22
7.27
76.28
10.93
1.12
4.78
5g_rollout
27,259
Rwanda
2,025
Q1
Airtel Rwanda
2g
4.29
2.72
7.42
76.35
21.19
78.81
2.07
1.3
88.82
30.67
0.92
4.56
market_saturation
17,183
Senegal
2,025
Q4
Expresso
5g
3.16
2.69
4.08
77.29
53.61
46.39
1.56
35.41
41.78
11.98
3.75
3.55
5g_rollout
21,665
Uganda
2,024
Q4
MTN Uganda
4g
21.2
3.24
4.15
75.97
55.98
44.02
10.16
10.59
74.97
54.16
3.42
2.6
market_saturation
22,538
Cameroon
2,026
Q2
Orange Cameroon
3g
13.16
3.64
2.73
84.06
23.91
76.09
3.68
1.1
83.27
35.98
1.27
3.71
market_saturation
11,450
Zambia
2,025
Q1
Airtel Zambia
4g
5.81
2.82
1.5
75.44
48.77
51.23
2.19
18.79
63.36
33.41
2.73
2.58
5g_rollout
7,076
Madagascar
2,024
Q2
Telma
3g
7.21
2.14
3.56
85.79
35.04
64.96
1.28
4.16
76.09
45.31
1.15
3.81
baseline
12,086
Mozambique
2,026
Q3
Movitel
4g
8.18
2.54
5.61
81.47
46.09
53.91
2.17
9.33
90.56
36.03
2.22
2.75
5g_rollout
26,700
Ethiopia
2,025
Q2
Ethio Telecom
4g
76.66
3
6.11
72.32
70.96
29.04
16.37
6.67
82.61
88.97
2.81
2.69
market_saturation
19,493
Mozambique
2,026
Q2
Tmcel
3g
4.36
2.51
5.04
70.99
41.81
58.19
1.44
3.6
83.66
18.11
1.27
3.21
5g_rollout
23,213
Mozambique
2,026
Q2
Vodacom Mozambique
4g
13.79
2.84
7.4
92.27
76.66
23.34
3.71
14.15
60.99
43.46
2
2.96
market_saturation
17,899
Kenya
2,024
Q4
Telkom Kenya
5g
6.38
3.2
5.87
84.37
72.56
27.44
4.83
21.54
33.8
10.45
4.77
3.71
5g_rollout
22,120
South Africa
2,026
Q3
Telkom Mobile
4g
16.14
6.04
6.54
52.89
73.1
26.9
1.31
5.67
77.6
12.01
2.59
3.57
market_saturation
26,979
Ghana
2,026
Q1
Vodafone Ghana
4g
14.22
3.36
4.17
97.04
75.25
24.75
6.31
11.1
60.4
24.05
3.42
3.43
market_saturation
14,268
Ghana
2,025
Q4
MTN Ghana
3g
23.61
3.89
4.39
70.79
43.37
56.63
11.04
4.28
73.72
51.07
1.13
2.67
5g_rollout
28,033
Cameroon
2,024
Q1
Orange Cameroon
3g
13.59
3.69
3.35
85.8
39.96
60.04
4.09
1.49
75.3
36.09
1.51
3.8
market_saturation
20,851
Ghana
2,026
Q4
Vodafone Ghana
4g
12.44
3.93
6.29
79.21
81.01
18.99
5.07
7.22
58.36
21.08
2.49
3.21
market_saturation
29,568
Zambia
2,024
Q2
Airtel Zambia
4g
9.94
2.84
5.46
83.7
62.74
37.26
3.63
4.74
78.94
38.61
2.32
3.03
market_saturation
13,198
Tanzania
2,025
Q1
Vodacom Tanzania
4g
14.83
4.14
1.89
92.63
72.18
27.82
6.39
9.38
84.71
31.27
2.18
4.05
5g_rollout
19,567
Zambia
2,025
Q2
Airtel Zambia
4g
7.37
3.15
1.69
97.24
46.49
53.51
2.87
19.48
76.79
37.47
3.4
3.76
5g_rollout
1,756
Ethiopia
2,024
Q3
Ethio Telecom
3g
77.98
2.68
2.2
78.55
23.41
76.59
13.06
2.93
85.88
77.06
1.38
4.1
baseline
25,337
Rwanda
2,025
Q1
MTN Rwanda
4g
8.63
3.81
3.19
92.69
56.99
43.01
4.64
7.73
91.95
58.48
2.87
4.41
market_saturation
2,937
Cote d'Ivoire
2,025
Q3
MTN Cote d'Ivoire
2g
11.01
3.43
3.86
73.4
28.61
71.39
5.8
0.79
79.37
31.55
0.39
3.6
baseline
22,724
South Africa
2,026
Q3
Cell C
2g
15.61
5.89
3.05
51.53
37.53
62.47
1.19
0.51
80.12
12.38
0.78
4.01
market_saturation
11,164
Rwanda
2,026
Q4
Airtel Rwanda
4g
4.16
2.55
5.3
71.09
47
53
2.47
19.47
62.62
35.78
3.12
4.63
5g_rollout
1,629
Zambia
2,024
Q4
Airtel Zambia
3g
7.48
2.46
6.26
73.09
40.14
59.86
2.59
1.39
66.03
37.93
1.1
2.82
baseline
25,929
South Africa
2,024
Q2
Telkom Mobile
4g
17.11
5.42
4.83
64.19
73.9
26.1
1.18
8.35
89.71
11.77
2.46
3.51
market_saturation
18,532
Madagascar
2,025
Q2
Telma
4g
7.85
2.36
4.88
86.96
48.2
51.8
2.15
5.36
63.54
49.46
2.53
4.17
5g_rollout
8,502
Ethiopia
2,024
Q4
Ethio Telecom
3g
59.67
3.12
1.78
79.88
33.88
66.12
11.41
3.04
69.33
89.89
1.92
2.63
baseline
5,283
Senegal
2,024
Q2
Expresso
5g
2.83
2.23
2.29
87.39
60.62
39.38
1.39
16.31
65.39
13.15
3.8
2.67
baseline
6,903
Madagascar
2,026
Q4
Airtel Madagascar
3g
3.35
2.09
3.28
91.69
43.7
56.3
0.77
3.57
71.59
17.45
1.61
3.54
baseline
22,752
Madagascar
2,026
Q3
Orange Madagascar
4g
6.95
2.8
7.7
87.64
69.92
30.08
1.75
12.01
65.25
32.81
2.8
3.5
market_saturation
23,947
Nigeria
2,024
Q2
9mobile
5g
24.87
4.46
7.91
78.26
75.92
24.08
6.74
16.33
88.01
10.16
4.88
4.02
market_saturation
17,569
South Africa
2,024
Q3
Vodacom
4g
40.96
7.21
2.62
56.03
68.77
31.23
2.47
11.52
88.03
43.49
2.99
4.65
5g_rollout
28,051
Madagascar
2,026
Q4
Telma
4g
9.85
2.29
7.21
81.44
74.55
25.45
2.26
9.63
71.34
47.37
3.08
3.85
market_saturation
2,131
Madagascar
2,025
Q4
Airtel Madagascar
4g
3.07
2.04
2.92
74.72
54.64
45.36
0.54
5.33
61
17.72
2.16
3.01
baseline
24,003
Ghana
2,026
Q3
MTN Ghana
4g
26.79
4.8
7.5
82.52
58.14
41.86
14.83
12.41
62.81
49.81
2.21
2.67
market_saturation
19,234
Uganda
2,025
Q4
Lycamobile Uganda
2g
2.18
2.4
2.69
87.62
37.3
62.7
1.44
0.38
67.24
6.32
0.72
3.57
5g_rollout
23,440
Cote d'Ivoire
2,024
Q1
Moov Africa
4g
4.55
3.39
5.5
95.16
75.74
24.26
1.68
6.25
58.27
11.19
2.83
3.5
market_saturation
14,013
Uganda
2,024
Q3
MTN Uganda
2g
17.37
2.93
2.11
80.87
23.5
76.5
9.55
1.59
85.86
50.89
0.93
2.8
5g_rollout
5,807
Tanzania
2,024
Q3
TTCL
3g
3.19
2.32
3.89
70.15
20.65
79.35
1.86
2.87
89.32
5.84
1.75
3.64
baseline
24,958
Kenya
2,025
Q2
Safaricom
4g
48.54
6.05
3.16
75.2
77.45
22.55
39.71
11.95
76.56
61.99
3.06
3.29
market_saturation
19,186
Nigeria
2,026
Q3
Glo
4g
50.57
4.01
3.49
92
64.26
35.74
18.63
18.03
85.21
26.76
3.13
2.8
5g_rollout
4,714
South Africa
2,024
Q1
Vodacom
4g
42.92
7.74
3.14
61.16
68.97
31.03
2.79
6.02
95.68
36.94
2.24
4.25
baseline
18,942
Cote d'Ivoire
2,024
Q3
MTN Cote d'Ivoire
3g
11.53
2.99
1.68
72.47
30.54
69.46
5.15
6.44
57.36
37.3
1.37
2.83
5g_rollout
16,610
Uganda
2,024
Q4
MTN Uganda
5g
16.7
2.77
4.82
87.08
51.45
48.55
8.72
31.7
34.73
47.34
3.58
3.74
5g_rollout
18,518
Senegal
2,025
Q3
Expresso
4g
3.08
2.25
3.7
87.07
46.67
53.33
1.32
8.6
63.23
11.9
2.04
2.67
5g_rollout
3,129
Kenya
2,025
Q2
Airtel Kenya
4g
17.53
2.85
1.72
97.15
64.12
35.88
15.31
12.96
86.3
24.58
2.89
3.83
baseline
15,198
Angola
2,024
Q4
Movicel
4g
6.12
3.28
2.27
71.6
73.27
26.73
0.53
12.7
89.07
23.87
3.37
2.51
5g_rollout
14,809
Angola
2,025
Q3
Unitel
5g
14.07
3.7
4.66
83.73
70.03
29.97
1.36
33.31
54.47
59.28
4.01
2.99
5g_rollout
11,153
Senegal
2,024
Q4
Free Senegal
4g
6.18
3.37
1.56
85.37
57.74
42.26
3.05
12.79
89.74
24.14
2.25
3.71
5g_rollout
8,066
Madagascar
2,024
Q3
Telma
2g
7.58
2.46
6.47
91.25
30.19
69.81
2.01
0.21
70.11
43.75
0.58
3.4
baseline
18,959
Kenya
2,025
Q4
Telkom Kenya
4g
7.58
3.38
2.01
94.1
63.48
36.52
5.16
11.99
89.24
9.61
2.92
3.69
5g_rollout
6,378
Nigeria
2,025
Q3
9mobile
2g
22.28
3.47
5.08
75.75
40.86
59.14
7.22
0.68
72.59
10.41
0.69
3.75
baseline
29,576
Zambia
2,024
Q1
Airtel Zambia
4g
8.38
3.29
4.35
97.76
81.23
18.77
3.52
5.39
90.1
36.81
2.35
3.83
market_saturation
240
South Africa
2,026
Q3
Telkom Mobile
4g
12.55
5.69
6.08
67.87
53.21
46.79
1.09
14.68
85.87
12.05
2.62
4.26
baseline
21,796
Angola
2,024
Q2
Unitel
3g
18.43
4.17
7.59
86.78
26.6
73.4
1.83
1.26
72.53
65.81
1.88
3.4
market_saturation
4,863
Mozambique
2,025
Q1
Tmcel
3g
3.47
1.86
5.47
80.42
40.08
59.92
1.18
1.8
81.92
17.76
1.61
2.92
baseline
22,231
Madagascar
2,026
Q3
Orange Madagascar
4g
6.98
2.72
6.23
75.11
81.31
18.69
1.61
14.33
60.6
32.76
2.24
3.81
market_saturation
28,575
Senegal
2,026
Q1
Orange Senegal
4g
14.93
3.86
4.24
86.74
55.09
44.91
7.2
7.59
62.64
54.02
3.38
3.93
market_saturation
11,459
Angola
2,024
Q4
Movicel
4g
6.45
3.36
5.62
71.52
53.11
46.89
0.62
9.68
60.9
28.09
3.38
3
5g_rollout
5,987
Cote d'Ivoire
2,025
Q4
Moov Africa
4g
3.44
2.97
2.11
88.47
60.63
39.37
1.28
10.89
57.65
12.82
2.46
3.26
baseline
732
Cote d'Ivoire
2,025
Q3
Moov Africa
2g
4.51
2.53
6.17
95.95
22.7
77.3
1.96
0.55
76.37
12.22
0.41
2.78
baseline
14,272
Kenya
2,024
Q2
Telkom Kenya
4g
6.08
3.1
2.76
78.65
58.07
41.93
3.99
6.96
97.15
9.23
2.91
3.85
5g_rollout
18,160
Ethiopia
2,026
Q2
Safaricom Ethiopia
4g
10.61
3.39
5.93
76.53
70.28
29.72
1.87
8.66
87.09
15.02
3
3.91
5g_rollout
29,174
Cameroon
2,025
Q3
Orange Cameroon
3g
12.28
3.58
3.41
86.74
23.95
76.05
3.64
1.33
71.14
33.42
1.26
2.8
market_saturation
11,918
Ghana
2,026
Q3
AirtelTigo
5g
8.42
2.87
5.92
94.17
58.74
41.26
3.45
22.46
32.53
19.15
4.35
3.65
5g_rollout
12,258
Ethiopia
2,025
Q1
Ethio Telecom
4g
69.72
3.25
5.53
74.22
70.62
29.38
13.44
19
60.37
89.66
2.44
3.72
5g_rollout
15,550
Kenya
2,024
Q4
Airtel Kenya
4g
18.96
3.31
4.66
84.39
51.61
48.39
15.1
7.28
89.44
28
2.43
3.42
5g_rollout
22,630
Angola
2,024
Q2
Movicel
4g
7.92
3.68
3.6
87.82
59.12
40.88
0.6
8.86
60.09
25.7
2.76
3.18
market_saturation
1,657
Angola
2,025
Q2
Movicel
4g
6.81
2.79
2.87
77.97
66.89
33.11
0.65
11.34
74.1
25.65
2.67
3.42
baseline
5,895
Zambia
2,025
Q2
MTN Zambia
4g
9.68
2.97
2.41
95.78
67.18
32.82
2.82
5.38
85.05
44.61
3.02
3.58
baseline
1,100
Rwanda
2,025
Q4
Airtel Rwanda
4g
4.14
2.8
1.92
82.27
68.21
31.79
2.29
6.67
65.86
34.96
3.11
3.88
baseline
15,314
Zambia
2,026
Q4
Airtel Zambia
5g
6.13
2.72
1.94
74.34
68.06
31.94
2.08
39.58
47.92
33.47
4.96
3.27
5g_rollout
17,821
Kenya
2,026
Q4
Telkom Kenya
5g
6.92
2.95
2.36
92.08
47.18
52.82
5.7
38.23
61.25
9.32
4.45
4.13
5g_rollout
15,439
Cameroon
2,024
Q3
Orange Cameroon
4g
10.01
2.97
2.82
74.37
71.13
28.87
2.93
19.64
77.69
36.44
2.8
3.94
5g_rollout
25,001
South Africa
2,026
Q3
Cell C
4g
15.61
5.44
3.41
52.15
67.11
32.89
1.3
13.04
92.41
12.89
2.23
4.26
market_saturation
14,369
Angola
2,025
Q1
Movicel
4g
5.39
3.58
4.69
86.03
66.26
33.74
0.41
10.68
90.95
27.63
2.71
2.92
5g_rollout
25,465
Rwanda
2,025
Q4
MTN Rwanda
4g
8.78
3.36
2.95
77.78
75.33
24.67
5.23
6.27
91.62
65.45
2.96
3.55
market_saturation
24,832
Uganda
2,024
Q2
Lycamobile Uganda
4g
2.33
2.46
2.8
79.83
70.7
29.3
1.19
14.18
70.33
5.67
2.96
4.16
market_saturation
27,501
Madagascar
2,025
Q3
Orange Madagascar
3g
7.92
2.58
3.83
90.28
39.53
60.47
1.87
3.99
78.77
34.63
1.58
3.58
market_saturation
9,319
Senegal
2,024
Q2
Free Senegal
4g
6.2
3.11
1.75
92.93
65.57
34.43
3.05
9.41
88.83
22.61
2.85
3
baseline
3,435
Rwanda
2,026
Q1
Airtel Rwanda
4g
3.58
2.66
3.63
77.82
65.69
34.31
1.59
6.52
60.01
34.44
3.03
3.79
baseline
23,823
Mozambique
2,024
Q4
Movitel
4g
11.04
2.78
3
92.94
79.56
20.44
3.2
10.85
87.24
32.09
3.37
2.74
market_saturation
9,700
Rwanda
2,024
Q4
MTN Rwanda
4g
7.89
2.94
3.04
79.65
56.12
43.88
3.04
12.41
84.04
61.07
2.54
3.87
baseline
12,201
Zambia
2,026
Q2
Airtel Zambia
3g
6.95
3.37
4.02
81.09
32.36
67.64
2.16
2.83
76.82
39.21
1.55
3.43
5g_rollout
21,749
Cote d'Ivoire
2,024
Q1
MTN Cote d'Ivoire
4g
14.25
3.71
3.01
80.91
60.39
39.61
7.59
9.31
55.65
33.54
2.57
2.87
market_saturation
14,698
Cote d'Ivoire
2,024
Q2
Moov Africa
4g
3.39
2.84
2.87
71.49
57.81
42.19
1.56
17.52
79.68
11.85
3.01
2.54
5g_rollout
17,650
Cote d'Ivoire
2,024
Q4
MTN Cote d'Ivoire
4g
10.44
3
3.19
87.96
68.26
31.74
4.09
11.31
71.58
32.77
2.46
4.08
5g_rollout
26,809
Ghana
2,026
Q3
AirtelTigo
3g
9.71
3.03
2.72
80.8
25.39
74.61
4.92
4.95
90.87
17.31
1.49
3.47
market_saturation
14,230
Madagascar
2,026
Q4
Airtel Madagascar
3g
3.1
2.22
1.54
78.94
21.68
78.32
0.65
3.86
82.98
16.19
1.72
3.49
5g_rollout
5,900
Mozambique
2,024
Q2
Tmcel
2g
4.18
2.06
3.88
74.11
28.49
71.51
1.27
1.31
86.95
17.86
0.32
4.01
baseline
2,442
Kenya
2,024
Q4
Telkom Kenya
3g
7.92
2.66
2.65
80.92
32.51
67.49
6.65
4.13
92.65
9.44
1.35
3.36
baseline
22,439
Zambia
2,025
Q1
MTN Zambia
4g
10.15
3.47
6.56
97.4
81.47
18.53
2.87
10.6
86.66
46.91
3.34
3.85
market_saturation
10,173
Rwanda
2,026
Q2
MTN Rwanda
3g
5.74
3.81
5.18
81.91
29.07
70.93
2.81
1.76
80.55
62.31
1.42
3.84
5g_rollout
6,138
Ghana
2,026
Q4
AirtelTigo
4g
8.76
3.19
3
84.34
59.74
40.26
4
12.8
61.12
19.57
2.43
3.91
baseline
19,141
Tanzania
2,024
Q1
Halotel
4g
4.41
2.9
2.04
94.12
66
34
1.88
15.73
59.24
9.33
2.55
3.55
5g_rollout
21,887
Uganda
2,026
Q1
MTN Uganda
4g
20.47
3.55
7.75
88.44
65.76
34.24
12.18
6.86
56.59
50.62
3.33
3.27
market_saturation
9,028
Angola
2,024
Q4
Unitel
4g
15.13
3.94
4.07
81.79
45.6
54.4
1.06
12.52
71.85
62.16
3.49
3.42
baseline