On this page of Benford's Law Stocks.com we present our study of James River Group Holdings, Ltd. — ticker symbol JRVR. SEC filings have been screened by our Benford's Law software, for quarterly 10Q and annual 10K filings from 2/26/2021 to 11/4/2025 for James River Group Holdings, Ltd. under CIK number 0001620459. For filings made in XBRL (eXtensible Business Reporting Language) format, our algorithm extracts all "tagged" numbers presented by the company; for any non-XBRL filings our algorithm uses its own interal set of rules to extract what it believes to be numbers as found throughout the filings. The format found for each filing is presented below together with the results for JRVR, with the percentage of found numbers beginning with each digit (1's, 2's, 3's, 4's, 5's, 6's, 7's, 8's, and 9's) charted against the "normal" range observed throughout our coverage universe, as well as the "normal" range for James River Group Holdings, Ltd. based on the past JRVR filings our system processed in the past.
32.7
17.4
11.8
11.0
8.3
4.3
4.7
5.1
4.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
XBRL?   [ original filing, JRVR stockholder letter ]
Total numbers found: 1,384
Recent share count: 45,922,507 (4's column)

= Typical range across full coverage universe
Benford's Law Stocks Indicator
1384
High count compared to other filers, with JRVR falling in the highest quartile of filers. At this number count, it would take about 14 numbers to move any given column by a full percentage point.
90

Starting from a possible score of 100, we made the following score deductions:
 • We deducted points upon observing the 4's percentage was above the company's typical historical range.
 • We deducted point upon observing the 6's percentage was below the typical coverage universe range.
 • The 7's percentage was higher than the 6's percentage, increasing the penalty multiplier.
 • The 8's percentage was higher than the 7's percentage, increasing the penalty multiplier.
 • This is the 2nd column with percentage higher than the prior column, resulting in a penalty deduction.
Benford's Law Stocks Indicator
JRVR
Normal-to-high score compared to other filers, falling within the top of the middle 50%.
HAIN
HFBL
LIDR
LOGI
HCSG
HOOK
KRUS
LIVE
Check our work! We provide our James River Group Holdings, Ltd. Benford's Law analysis for informational purposes only, and our software should be expected to make mistakes and contain errors (nothing you see on this website should be relied upon for any decision-making without first repeating the analysis yourself independently), and so below we present to you all of the numbers our system detected, for the JRVR filing above. This way, you can open the filing on your own and compare what you see below against what you yourself find. This can also be helpful for exploring any columns in particular that caught your eye.

1's 2's 3's
We found 452 numbers that start with the digit 1. Here they are:
1,441,249
1,278,337
1,391,875
1,189,733
158,764
142,410
1,746,204
1,552,396
11,630
10,534
155,436
1,996,913
125,389
101,210
181,831
181,831
131,021
170,000
132,922
104,055
104,055
132,643
182,524
165,000
112,500
133,115
133,115
19,835,000
1,073,480
114,543
183,085
122,733
147,338
12,388
148,451
159,726
1,239
1,126
172,735
191,497
121,004
184,294
140,592
146,130
1,752
1,775
17,570
18,957
170,083
1,158
1,059
13,914
1,249
1,593
17,701
13,583
1,304
1,304
16,262
1,021
15,354
16,353
1,969
11,743
12,764
1.07
1.10
1.07
1.10
15
1,021
1,021
11,743
11,743
1,969
1,969
15,354
15,354
1,411
1,411
1,446
1,446
1,937
1,937
16,353
16,353
187,912
123,004
198,046
117,537
11,319
14,098
110,945
1,461
146,418
10,500
1,528
1,179
15,740
122,668
19,192
107.9
152.4
139.0
11.4
139.0
133.2
1.8
1,137
10,385
13,157
18,928
13,583
1,304
1,304
16,262
1,388
1,185
15,332
17,962
140,149
135,614
15,895
16
15,816
1,441,249
1,391,875
196,564
1,358
178,238
112
170,458
1,278,337
1,189,733
142,309
124,967
140,149
135,614
1,441,249
1,391,875
19,291
151,002
170,293
112,579
151,118
14,638
15,332
17,688
17,962
194,658
1,358
1,087
146,547
182,526
179,807
140,559
149,149
17,991
101,525
119,516
115
12,412
10,833
1,012,365
100.0
158.8
164.1
13.2
193,000
1.9
117,000
1,589
152
106
1,215
139
135
1,186
1,217
1,316
193
1,973
1,868
111
1,087
179
1,031
1,047
1,360
10,741
1
1
1
1
1
1,239
16
1,210
16
1,503
138
18,136
14,644
1,050
1,423
1,452
18,600
15,108
1,050
1,423
1,452
13,902
158
1,165
13,902
158
1,165
1,066
1,756
1,066
1,756
1.7
12
100
181.8
19,700
19,700
11,611
11,611
11,611
11,611
1,593
17,701
1,969
11,794
1,304
16,262
1.07
1.10
1.07
1.10
14,013,142
13,521,634
1.5
1.5
1.2
1,089,181
1,301,662
1,086,278
1,246,973
100,094
109,464
17,954
10,268
121,004
184,294
10,472
11,160
18,755
17,954
10,268
1,087,374
1,061,749
1,087,374
1,061,749
1,940,164
1,940,164
100
1,183.7
13,047
1,270
11,787
11,757
11,757
19,244
19,244
19,244
19,244
13,047
11,787
14,860
11,739
19,964
106
1,215
1
17
11,743
1.5
102
17.4
140,175
148,451
112,548
121,004
14,714
11,041
14,712
16,433
158,985
13,096
172,735
17,287
181,831
181,831
1,270,774
19,147
100,208
138,892
159,726
1,072
1,072
168,203
16,091
184,294
17,954
17,954
150,249
16,091
166,340
15,757
12,932
15,726
13,685
1,810
163,488
1,588
191,497
17,970
1,224
181,831
181,831
1,417,883
117,775
186,122
18,573
15,779
107,078
140,592
11,639
1,667
12,931
1,066
17,570
17,570
181,831
181,831
1,270,774
19,147
1,073,480
10,268
10,268
19,225
15,243
12,886
104,812
13,136
146,130
12,453
18,957
18,957
181,831
181,831
1,417,883
117,775
16,433
1,810
16,081
19,225
11,639
17,954
10,268
1,239
1,233
1,058
17,570
18,957
1,158
15,286
18,412
140,592
146,130
1.8
1.8
135,614
135,614
15,816
15,816
15,816
1,376,059
1,391,875
11,591
14,147
11,591
158,764
158,764
196,564
196,564
170,458
170,458
1,168,734
1,189,733
12,693
15,234
12,693
142,410
142,410
1
11
11
11
11,000
1,391,875
1,391,875
1,189,733
1,189,733
158,764
158,764
142,410
142,410
13,902
12,877
104,055
119,738
104,055
121,766
112,500
1,000
10.5
13,521,634
10
133.1
19.9
1,429,155
1,940,410
1,938,439
1,937,934
15
143,000
135,000
100
15.30
1,370,167
16.91
17.01
1,543,765
15.66
100
1,446
135
1,047
1,650,000
We found 241 numbers that start with the digit 2. Here they are:
238,750
29,632
28,705
243,882
2,027,880
240,181
296,635
25,157
25,157
225,800
200,800
200,000,000
237,276
25,718
26,283
27,747
21,919
23,564
204
272
272
243,488
2,652
25,988
2,347
2,679
2,347
2,625
24,228
20,924
26
21
21
25
21
20
292,580
263,994
2,625
2,625
277,905
20,924
20,924
254,550
268,087
27,280
27,384
27,659
28,549
2,340
2,157
25,000
21,500
28,188
268,382
22,433
28,705
29,632
28,364
210.5
26.8
291.4
2.7
2.1
2.3
2,014
2,347
2,679
2,347
25,115
228,297
20,849
208,633
2,613
219
223,009
27,043
25,869
29,483
21,416
2
20,999
2,102
225,254
216,603
20,465
20,849
263,697
274
225,608
275,584
2
2,901
25,956
27,043
20,584
25,869
220,743
25,202
29,483
20,065
207,000
2.0
2.5
25
29
2,804
21
2,447
2,634
27
2
293
2,252
2,252
2.0
293,000
28,664
28,664
2,625
2,347
24,228
26
21
21
25
21
20
23,515
2,605
291
290,588
252,773
271,528
23,515
2,029,383
2,029,383
2.6
2.4
236,000
291,000
20,733
2,811
2,204
2,949
24,462
20,733
24,462
20,158
22,055
2,204
2,949
25,271
21
22
255
20,924
21.0
20.3
29.6
209,831
27,445
237,276
23,515
23,515
2,267
21,789
2,031
2,417
242
21,919
230,215
20,834
2,825
24,607
2,632
26,421
23,564
2,113
2,113
271,697
26,080
2,079
26,080
28,182
25,237
28,182
2,920
2,023
25,237
2,079
26,080
28,182
23,515
21,919
23,564
272
272
2,652
25,988
20,048
24,391
26,080
28,182
204,000
212.5
212.5
210.8
25.0
208,633
208,633
2,553
20,999
20,999
20,999
2,536
2
2
238,750
238,750
29,632
29,632
28,705
28,705
225,800
232,865
200,800
201,787
200
292,580
252,000
200
250,000
23.48
273,035
25.00
290,639
231,492
256
2.0
225,000
We found 164 numbers that start with the digit 3. Here they are:
36,700
362,345
30,139
30,175
32,178
32,450
3,116,757
3,084,406
38,234
394,372
39,005
330,423
333,670
38,077
39,381
3,122
31,056
30,992
37,880,297
37,827,968
37,880,297
37,827,968
392,958
394,372
39,005
30,992
30,992
394,372
39,005
37,825,767
39,381
39,381
31,056
31,056
3,708
3
3
37,829,475
307,937
37,641,563
37,829,475
307,937
3,919
321,372
38,634
391,050
359,949
388,137
39.9
31.9
37,989
352,064
32
326,227
37,000
36,749
384
35,979
320,366
369,892
304
390,579
382
3.2
3.1
368
396
3,453
3,097
363
34
3
3
3
336
336
38,248
38,248
36,236
3,150
370
36,700
3,520
3.6
38,077
376
37,880,297
37,827,968
37,880,297
37,827,968
302,553
332,410
30,826
333,670
301,748
30,826
313,242
313,242
3,116,757
3,001,913
3,116,757
3,001,913
343,000
397.0
313.2
35,045
33,775
31,001
31,001
39,205
39,251
3,121
30,972
31,009
31,056
30,992
3,673
34,709
352
3,660,350
330,423
3,092
3,738
38,798
3,423,073
34,389
302,523
31,147
333,670
30,826
30,826
31,147
302,844
35,753
31,967
39,798
3,660,350
336,738
3,659
3,659
355,655
345,387
399,546
33,433
37,086
3,423,073
39,798
352
37,719
30,826
30.0
3
3
326,227
326,227
3
3
3,000
362,345
362,345
38,248
38,951
3.5
3.76
4's 5's 6's
We found 152 numbers that start with the digit 4. Here they are:
45,965,839
42,620
4,950,271
489,097
4,313,518
4,413,046
45,936,898
45,644,318
402,408
460,915
4,950,271
482,961
426,679
466,863
452,962
494,610
4,150
484
4,057
4,946
409,814
42,561
4,582
493,879
42,006
46,346
4,571
43
43
46,026,399
45,954,992
46,026,399
46,461,351
45,895,335
492,558
41,563
466
466
45,936,898
45,644,318
402,408
460,915
4,341
4,341
45,936,898
42,797
42,797
4,725
44,085
483,625
4.8
4,432
485,139
472,420
4,754
475,485
419
411,398
405,522
485,139
472,420
49,976
4,752
4,754
4
4,281
419
4.1
46
49
4
450
4
4,150
484
464
464
427
427
464
464
48,000
439,000
4.25
40,275
40,275
40,702
42,006
46,026,399
45,954,992
46,026,399
46,461,351
43
43
409,814
458.0
459.3
467.1
48,748
4
4
43.5
453
453
4,810
42,561
4,390
4,950,271
4,005
4,370
4,958,731
418,573
452,962
44,690
46,609
468,841
49,359
48,446
4,950,271
424,962
494,610
409,814
42,928
46,641
47,407
491,981
4,958,731
48,345
47,407
4,150
484
469
42,561
4.6
45.0
472,420
472,420
42,620
42,620
475,485
475,485
42,620
42,620
45,644,318
45,936,898
477,412
476,186
475,557
44,931
420,936
42.17
4,341
We found 115 numbers that start with the digit 5. Here they are:
5,007,076
572,034
57,970
53,178
503,638
5,007,076
519,867
580,913
51,224
579,755
51,991
572
572
5,907
5,562
50,748
503,638
5,907
5,907
503,638
541,791
530,347
534,621
5,674
5,674
5,804
5,804
530,347
558
536
54,454
5,907
5,794
522,789
5.8
522,789
5,345
5,039
572
572
571,769
5,585
559,392
58,992
598
503,610
5,198
57,634
58,992
5,285
59.0
5,145
548
548
563
563
519
519
5.0
5.25
5.6
59.2
5,907
572
506,359
56,876
5,425
56.9
57.0
52.2
52,000
52.2
52.8
52.8
52.5
5,951
5,003
5,003
59,331
57,970
5,307
5
5,283
5,789
51,224
50,155
56,766
519,867
54,159
54,159
580,913
56,651
50,155
56,766
507
51,991
50,222
50,217
51,224
559,392
559,392
5
5
5
5
5.2
5.9
5,816,783
52,000
5,507,650
50
541,520
5.55
5,674
5.8
We found 60 numbers that start with the digit 6. Here they are:
64,154
69,997
606,617
62,443
6,428
6,224
6,128
64
64
69,997
646
646
63,721
65,936
69,457
646
63,104
694
617,051
65
621,786
654,000
666
6,230
6,428
61
63,690
64,154
608,000
6.50
6.79
64
64
6,949,943
6,957,275
660,000
67,136
67.1
67.7
607,000
65,282
625
654
6,224
6,224
6,128
6,128
62,443
69,648
6,012
6,012
62,443
6,428
6,224
6,128
64,290
67,731
6
6.46
620,108
7's 8's 9's
We found 65 numbers that start with the digit 7. Here they are:
71,127
7,875
7
73,853
7
7
7,875
7,875
7
7,616
7,657
742
72,449
7.1
7.3
7.7
732
7,892
7,827
7,892
7,653
79,873
70
7,306
7,690
7,306
7,690
77
761,000
7,825
7,825
7,825
7,875
7,966
776,000
744,000
716.6
75.0
7.7
7,227
7,227
7,315
723,518
7,690
72,872
7,507
7,434
736,742
75,611
71,127
7,227
71,127
7,227
74,644
74,644
77,197
71,245
71,245
73,781
7
7
726,476
751,254
74,390
785
We found 70 numbers that start with the digit 8. Here they are:
83,958
82,678
88,791
86,479
88,796
8,748
8,287
8,238
8,255
8,325
847
847
879,631
881,074
876,240
840
840
881,074
8,010
8,488
8,458
840
877
8,371
84,125
8,099
811,709
811.7
8,286
8.7
8.00
8.04
8,964
8,964
8,097
8,097
8,097
82,539
85
83,793
83,793
88,796
88,796
8,233
8,242
84
8,276
8,456
89,033
8,456
8,854
8,421
8,421
8,937
8,681
8,957
86,012
8,421
8,854
8,421
88,791
86,479
88,791
88,791
86,479
86,479
8.0
8.32
885,173
847
We found 65 numbers that start with the digit 9. Here they are:
97,074
92,979
9
9
937,006
933,311
909,640
90
90
91
948
9,447
9
936,255
96
96
9
937,006
9
933,311
9
937,006
96,412
98,422
91,922
927
9,472
95
9,618
90,706
9,911
94,036
91
95
90,706
9.6
922
963
9.04
91
948
9,447
93,871
99,296
93,011
9,222
914
948
948
960
97,489
9,731
909,640
9,495
9,745
90
90
97,074
97,074
97,074
97,074
9.9
9.75
90,546
929,193
While the above JRVR 10Q Filed 11/4/2025 is interesting in isolation, we have found that it is also useful to take a look at older James River Group Holdings, Ltd. filings processed by our Benford's Law Stocks algorithm, to see how the company's filings "typically look" on a Benford's Law analysis. Below we repeat the 10Q Filed 11/4/2025 but instead of the chart comparing against the typical company across our coverage universe, below we show the same chart compared against the typical JRVR 10Q and 10K filings that we have processed historically. This is followed by similar charts for each of those historical filings.

32.7
17.4
11.8
11.0
8.3
4.3
4.7
5.1
4.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 90
XBRL?   [ original filing ]
Total numbers found: 1,384

= Typical JRVR range from 2/26/2021 to 11/4/2025
32.9
15.2
14.1
8.9
7.5
6.2
6.2
5.4
3.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 99
XBRL?   [ original filing ]
Total numbers found: 2,875

= Typical JRVR range from 2/26/2021 to 11/4/2025
32.0
19.7
11.0
8.4
7.5
4.2
8.9
4.8
3.4
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 81
XBRL?   [ original filing ]
Total numbers found: 990

= Typical JRVR range from 2/26/2021 to 11/4/2025
32.5
17.6
15.1
8.3
7.6
4.6
6.0
4.7
3.5
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 98
XBRL?   [ original filing ]
Total numbers found: 1,257

= Typical JRVR range from 2/26/2021 to 11/4/2025
31.4
19.5
14.1
8.8
7.4
6.8
5.8
3.4
2.9
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 95
XBRL?   [ original filing ]
Total numbers found: 1,266

= Typical JRVR range from 2/26/2021 to 11/4/2025
31.6
14.2
12.3
9.6
7.7
7.6
6.5
5.9
4.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 92
XBRL?   [ original filing ]
Total numbers found: 2,759

= Typical JRVR range from 2/26/2021 to 11/4/2025
33.2
13.5
15.1
8.7
5.3
6.1
5.7
6.3
6.1
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 74
XBRL?   [ original filing ]
Total numbers found: 814

= Typical JRVR range from 2/26/2021 to 11/4/2025
32.8
17.1
11.9
8.8
8.5
4.6
6.7
4.7
4.9
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 91
XBRL?   [ original filing ]
Total numbers found: 1,382

= Typical JRVR range from 2/26/2021 to 11/4/2025
32.9
17.7
11.2
9.4
8.1
5.7
8.1
4.2
2.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 86
XBRL?   [ original filing ]
Total numbers found: 1,378

= Typical JRVR range from 2/26/2021 to 11/4/2025
32.0
17.0
13.8
9.4
7.5
5.2
6.0
5.4
3.8
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 100
XBRL?   [ original filing ]
Total numbers found: 2,896

= Typical JRVR range from 2/26/2021 to 11/4/2025
33.3
19.2
13.2
7.7
5.8
4.6
6.7
4.9
4.5
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 97
XBRL?   [ original filing ]
Total numbers found: 894

= Typical JRVR range from 2/26/2021 to 11/4/2025
33.4
18.5
15.6
7.4
6.4
5.3
4.7
3.6
5.0
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 95
XBRL?   [ original filing ]
Total numbers found: 1,227

= Typical JRVR range from 2/26/2021 to 11/4/2025
27.3
16.6
17.5
8.7
5.8
7.7
5.6
6.5
4.3
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 68
XBRL?   [ original filing ]
Total numbers found: 1,238

= Typical JRVR range from 2/26/2021 to 11/4/2025
30.4
13.8
13.2
8.8
8.5
8.5
6.1
5.9
4.8
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 90
XBRL?   [ original filing ]
Total numbers found: 2,669

= Typical JRVR range from 2/26/2021 to 11/4/2025
33.3
19.3
10.0
8.4
8.4
4.0
7.9
4.3
4.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 81
XBRL?   [ original filing ]
Total numbers found: 980

= Typical JRVR range from 2/26/2021 to 11/4/2025
32.2
19.9
11.7
7.6
7.9
4.1
7.3
5.5
3.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 89
XBRL?   [ original filing ]
Total numbers found: 1,362

= Typical JRVR range from 2/26/2021 to 11/4/2025
30.6
19.3
11.2
9.6
7.3
6.3
7.7
4.0
4.0
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 93
XBRL?   [ original filing ]
Total numbers found: 1,286

= Typical JRVR range from 2/26/2021 to 11/4/2025
34.1
14.2
12.5
9.1
8.0
6.1
6.8
5.3
3.9
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 97
XBRL?   [ original filing ]
Total numbers found: 2,862

= Typical JRVR range from 2/26/2021 to 11/4/2025
34.3
19.7
12.9
7.3
5.9
4.9
5.4
4.9
4.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 98
XBRL?   [ original filing ]
Total numbers found: 871

= Typical JRVR range from 2/26/2021 to 11/4/2025
28.7
19.3
15.8
8.1
5.5
6.1
5.9
5.3
5.2
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 95
XBRL?   [ original filing ]
Total numbers found: 1,168

= Typical JRVR range from 2/26/2021 to 11/4/2025
 

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