On this page of Benford's Law Stocks.com we present our study of RLI CORP — ticker symbol RLI. SEC filings have been screened by our Benford's Law software, for quarterly 10Q and annual 10K filings from 7/23/2021 to 4/24/2026 for RLI CORP under CIK number 0000084246. 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 RLI, 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 RLI CORP based on the past RLI filings our system processed in the past.
Benford Chart for RLI 10Q Filed 4/24/2026
32.5
16.0
14.9
8.8
7.5
7.3
4.5
4.5
4.0
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
XBRL? ✓  [ original filing, RLI stockholder letter ]
Total numbers found: 910
Recent share count: 91,933,931 (9's column)

■ = Typical range across full coverage universe
# of Numbers Found in Filing
Benford's Law Stocks Indicator
910
High count compared to other filers, with RLI falling in the highest quartile of filers. At this number count, it would take about 9 numbers to move any given column by a full percentage point.
Benford's Law Stocks Score for RLI = 98
98

Starting from a possible score of 100, we made the following score deductions:
 • We deducted point upon observing the 3's percentage was above the typical coverage universe range.
 • We deducted point upon observing the 3's percentage was above the company's typical historical range.
RLI's Score Vs. Typical Stock
Benford's Law Stocks Indicator
RLI
High score compared to other filers, with RLI falling in the highest 10% of filers.
Other Stocks Ranking Near RLI
Check our work! We provide our RLI CORP 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 RLI 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 296 numbers that start with the digit 1. Here they are:
14,912
193,244
177,238
132,075
123,687
1,335
12,456
15,417
120,562
118,476
124,669
11,479
11,107
176,187
172,648
134,215
127,242
100,000
128,597
137,794,359
137,739,079
1,378
1,377
113,440
1,921,376
1,881,213
11,536
14,082
1,796,390
1,778,196
1,521,967
1,376
173,723
1,719,668
13,498
1,686
1,686
15
13,776
13,776
1,604,212
1,376
143,693
1,769,106
11,812
1,778,196
1,377
1,881,213
14,082
1
16
14,722
14,722
1,796,390
1,378
113,440
1,921,376
11,536
103,514
195,814
153,952
13,500
1,062
1,053
10,207
18,205
118,529
103,414
14,707
13,761
1,830
12,832
12,732
17
11
1
1,066
173,723
131
113,440
143,693
1,710
1,692
1,063
165
162
131
1,022
1,466
18,205
10,355
102
10,253
10,473
143
15,140
15,078
118,547
101,454
14,191
16,286
1,382,742
121,663
1,504,405
123,758
131,981
11,417
13,547
1,383,329
108,177
1,491,506
110,307
118,561
118,561
1,546
15,296
131,981
1,550
197,626
196,770
1,355,677
1,311,103
1,056
16,882
102
16,286
1,684
17,654
1,535,290
161
1,504,405
15,518
156,209
129
13,831
13,547
15,312
1,502,843
16,951
1,491,506
1,068
140,435
197
180
157
1
1,328
156
1,328
13,965
14,113
148
1,056
10
16,675
19,797
19,797
16,931
19,926
19,926
182
129
129
11,414
12,112
100
197,811
134
136,541
110,600
142,903
151,784
110,826
157,989
15,243
17,654
15,086
15,312
146,177
1,033,207
148,444
1,165,564
1,187,480
1,356,745
1,660,674
1,178,696
1,330,557
1,494,513
1,801,109
13,132
143,077
156,209
137,768
140,435
1,987,281
1,850,834
136,447
15,763
10.1
1,279
1.4
156,209
100.0
13
14
1
1
10
11
1
1
19
18
121
100
150
1,938,045
193,244
177,238
10,045
135,794
115,040
145,839
124,867
1,990,416
1,990,416
18.5
19.6
14,142
16,513
1,851
1,744
12,456
18.5
15,417
19.6
1,225,263
1
17,285
1,894,941
16,509
1
11.35
16.09
1
124,216
103,209
19,322
19,915
14,304
16,417
14,199
12,023
126,378
132,544
13,295
12,660
12,635
12,776
10,512
11,317
126,378
126,378
152,832
12,735
10,813
11,471
16,727
1,597
132,544
14,912
132,544
145,835
1,322
12,602
10,580
15,570
11,560
1,505
14,912
1,335
1,163
1,150
1,462
1,397
1,251
1,229
13
15,586
13,117
17,134
14,752
1,870
1,815
19,421
17,134
We found 146 numbers that start with the digit 2. Here they are:
28,280
26,874
2,353
2,724
2,948
2,147
25,366
29,519
21,696
23,673
243,451
212,226
2,927,929
2,886,819
23,455
26,797
29,724
21,769
297,247
2,777
2,777
25,366
25,366
2,546
2,546
2,710
26,679
265,657
279,619
297,223
234,346
2,444
27,058
261
21
25
25,977
29,899
25,366
205
290
205
26,679
27,288
27,288
2,095
2,130
2,143
29
29
2,333
27,280
264
256
27,288
2,587
274
28,392
27,930
24
21
256
238,880
239,581
274,364
241,035
226,470
267,839
2,155
28,659
28,258
28,392
253,503
268,815
2,411
226
2,267
25,663
27,930
26,282
26,625
2,353,044
2,509,253
2,667
2,135
2,509,253
2,353,044
2
297
297
288
200
2,886,819
2,693,470
2,140,021
228,708
208,243
2,187,426
2,927,929
2,743,245
2,187,426
21
21.0
21.0
2,766
2.7
2,750
2,393
2.2
21
2
2,986,614
2,000
2,968,503
2
2.81
2.31
23.21
23.13
250
234
23
27,949
26,587
26,208
26,718
248,566
229,048
248,566
248,566
25,342
24,232
2,309
229,048
229,048
26,976
22,669
2,071
2,353
2,724
2,948
2,147
289
2,619
2,450
2,287
We found 136 numbers that start with the digit 3. Here they are:
398,345
36,726
39,396
358,676
332,082
3,048
30,030
3,528,692
3,533,336
3,669,921
3,642,362
386,219
30,456
30,026
39,809
380,075
376,679
367,645
30,030
30,030
34,602
370,422
376,679
3,397
3,396
380,075
3,815
39,790
30
30,030
34
385
385
307,140
307,140
362,470
362,470
3,404,934
3,528,692
3,404,934
335,223
335,223
37,927
37,927
371,474
371,474
3,423,029
3,533,336
3,423,029
330
3,669,921
3,528,692
305,863
307,140
30,814
377
38,585
362,470
3,669,921
3,528,692
331,233
335,223
37,379
37,927
3,640
358
371,474
3,642,362
32,237
3,533,336
3
34,783
34,917
302,756
30,814
354,186
356,597
30,792
38,585
301,492
327,774
3,759
324,235
327,994
368,295
394,920
3,789
391,400
395,189
343
30
303,929
306,596
3,625
3,040
386
347
300
35,464
31,005
35
31
3.5
3.5
39.38
3.70
3,715
30,694
30,259
39,219
37,709
36,442
36,753
398,345
36,442
39,396
36,442
33,854
3,369
365
36,753
398,345
36,726
36,753
32,725
3,333
310
36,726
39,396
3,048
341
3,486
3.44
3.78
3,448
3,132
4's 5's 6's
We found 80 numbers that start with the digit 4. Here they are:
411,386
42,321
42,318
423,870
407,665
49,121
4,889,453
4,663,620
40,733
40,580
4,605,433
4,383,290
400,000,000
45,860,428
404,535
407,081
406,497
404,811
407,081
404,535
42,829
41,503
41,686
49,121
40,816
40,816
46,062
46,062
48
40
444
4,393,604
4,432,212
448,654
428,929
4,909
4,718
470
437,601
4
4,204
4,244
4,244
4,802
4,802
4,802
436,691
467,505
490,727
477,322
423,761
407,998
49,650
43,657
41,522
4
4
49
4.21
4.61
4.21
4.1
44,625
44,375
4.18
411,386
411,386
42,321
423,870
47,482
48,185
42,318
407,665
42,903
498
42,321
42,318
42
42
4,087
We found 68 numbers that start with the digit 5. Here they are:
54,885
538
539,859
534,311
59,281
51,565
56,053
53,521
53,562
53,562
53,873
5,566
50,000
56,923
54,885
54,885
55,280
50,000
51,565
5,246
5,246
53,562
53,562
54,885
54,885
5,070
523,694
538
558
538
598
558
558
508,381
517,300
545,897
525,093
508,114
571,560
50,929
585
59
52
50
56
54
52
50
5.375
5.38
50
5.27
50
50
5.18
538
555
5
55.69
58.74
56.06
50.46
5,873
5,943
57,787
538
56,915
57,787
We found 66 numbers that start with the digit 6. Here they are:
67,341
63,214
60
69
60
68
60,509
63,683
6,401,823
6,161,486
68,016
6,401,823
6,161,486
63,214
63,214
62,748
60
63,214
69
60
63,214
68
611
611
64,810
62
62
62
600,802
600,802
610,675
610,675
672,984
672,984
698
629,029
600,802
687
67,146
677
634,349
610,675
685,126
672,984
67,195
65
69
61
61,176
62,084
698
692,074
66,803
67,146
67,165
67,195
61
645
6,582,776
60,486
65.89
62.78
61.48
68.03
6,558
67,341
7's 8's 9's
We found 41 numbers that start with the digit 7. Here they are:
78,631
740,503
746,798
747
7,500
7,500
758
7
773
71
710,301
710,301
737,002
726,768
726,648
710,301
7,861
777
75,141
76,197
7,741
7,923
74
7,210
7,310
720,004
7,793
746,798
755,425
740,503
752,829
7
71.65
71.75
72,960
7,293
7,957
7,971
70,546
70,546
78,631
We found 41 numbers that start with the digit 8. Here they are:
828
864,912
898,876
86,547
84,459
80,491
88,074
88,074
8
88,074
856,689
8,223
864,912
856,689
890,622
8,254
898,876
890,622
893
893
855,922
845,397
828
8
828
8,610
80,088
88,698
8,620
80,997
89,617
8,934
87.3
8
8
8
8
8,000,000
8,009,782
82,812
8,184
We found 36 numbers that start with the digit 9. Here they are:
91,938,331
9,559
93,244
91,926
91,770
92,187
92,528
991,717
991,636
91,933,931
91,878,651
91,738,132
91,772,734
91,878,651
91,933,931
953
99,651
929
91,926
91,770
92,187
92,528
9
95,125
98,945
919
908
909
919
9,008
994,622
9,827
93,559
90,328
9,559
9,559
While the above RLI 10Q Filed 4/24/2026 is interesting in isolation, we have found that it is also useful to take a look at older RLI CORP 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 4/24/2026 but instead of the chart comparing against the typical company across our coverage universe, below we show the same chart compared against the typical RLI 10Q and 10K filings that we have processed historically. This is followed by similar charts for each of those historical filings.

10Q Filed 4/24/2026
32.5
16.0
14.9
8.8
7.5
7.3
4.5
4.5
4.0
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 98
XBRL? ✓  [ original filing ]
Total numbers found: 910

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 7/24/2025
28.1
17.8
12.6
12.3
6.5
4.3
6.9
5.4
6.0
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 90
XBRL? ✓  [ original filing ]
Total numbers found: 1,224

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 10/23/2024
28.3
18.5
14.8
12.0
7.1
5.4
5.7
4.6
3.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 96
XBRL? ✓  [ original filing ]
Total numbers found: 1,181

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10K Filed 2/23/2024
25.9
15.6
13.0
11.6
10.6
8.1
6.5
4.8
3.9
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 94
XBRL? ✓  [ original filing ]
Total numbers found: 2,856

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 4/21/2023
26.4
20.4
13.2
10.3
9.7
6.3
5.4
4.7
3.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 99
XBRL? ✓  [ original filing ]
Total numbers found: 868

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 7/22/2022
29.8
20.0
11.5
13.0
6.8
7.4
4.7
4.2
2.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 92
XBRL? ✓  [ original filing ]
Total numbers found: 1,118

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 10/22/2021
29.2
17.6
9.5
12.3
7.6
8.0
5.8
5.4
4.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 95
XBRL? ✓  [ original filing ]
Total numbers found: 1,154

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10K Filed 2/20/2026
28.5
13.1
12.9
10.5
9.8
6.4
7.1
6.1
5.4
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 89
XBRL? ✓  [ original filing ]
Total numbers found: 2,830

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 4/25/2025
32.1
14.4
13.1
11.7
7.1
4.4
6.9
4.2
6.1
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 91
XBRL? ✓  [ original filing ]
Total numbers found: 901

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 7/24/2024
24.5
21.5
13.8
11.9
8.4
6.9
4.9
4.7
3.4
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 96
XBRL? ✓  [ original filing ]
Total numbers found: 1,130

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 10/25/2023
26.2
20.4
12.9
12.5
9.3
4.7
4.6
5.1
4.2
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 96
XBRL? ✓  [ original filing ]
Total numbers found: 1,204

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10K Filed 2/24/2023
26.1
15.7
12.6
12.2
10.7
8.4
5.8
5.2
3.4
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 92
XBRL? ✓  [ original filing ]
Total numbers found: 2,874

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 4/22/2022
30.1
17.0
10.8
12.8
8.0
9.1
3.8
3.8
4.4
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 78
XBRL? ✓  [ original filing ]
Total numbers found: 834

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 7/23/2021
27.4
19.2
13.3
11.1
9.0
5.6
4.7
5.5
4.2
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 100
XBRL? ✓  [ original filing ]
Total numbers found: 1,095

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 10/22/2025
32.0
12.6
15.7
11.4
6.0
4.4
6.8
5.2
5.8
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 67
XBRL? ✓  [ original filing ]
Total numbers found: 1,261

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10K Filed 2/21/2025
26.7
13.9
13.6
10.4
10.8
6.2
7.3
5.6
5.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 75
XBRL? ✓  [ original filing ]
Total numbers found: 2,825

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 4/24/2024
28.1
19.8
14.2
11.0
8.1
6.8
4.5
4.2
3.2
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 99
XBRL? ✓  [ original filing ]
Total numbers found: 864

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 7/26/2023
25.7
22.4
11.4
13.0
8.6
5.6
5.4
3.9
4.0
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 93
XBRL? ✓  [ original filing ]
Total numbers found: 1,152

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10Q Filed 10/21/2022
26.8
20.3
10.0
14.1
7.9
7.6
4.2
5.6
3.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 91
XBRL? ✓  [ original filing ]
Total numbers found: 1,165

■ = Typical RLI range from 7/23/2021 to 4/24/2026
10K Filed 2/18/2022
26.6
15.8
11.0
11.6
10.1
9.1
6.6
5.9
3.3
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 90
XBRL? ✓  [ original filing ]
Total numbers found: 2,818

■ = Typical RLI range from 7/23/2021 to 4/24/2026
DAL 10Q Filed 7/10/2026:
92
SEGG 10K Filed 7/10/2026:
94
EDUC 10Q Filed 7/9/2026:
97
KBH 10Q Filed 7/9/2026:
95
JEF 10Q Filed 7/9/2026:
89
WDFC 10Q Filed 7/9/2026:
100
NRIX 10Q Filed 7/9/2026:
91
SLP 10Q Filed 7/9/2026:
83
EPAC 10Q Filed 7/9/2026:
98
BNED 10K Filed 7/9/2026:
85
EACO 10Q Filed 7/9/2026:
21
SMPL 10Q Filed 7/9/2026:
94
BYRN 10Q Filed 7/9/2026:
74
NTIC 10Q Filed 7/9/2026:
90
PEP 10Q Filed 7/8/2026:
96
LEGOU 10Q Filed 7/8/2026:
44
AZZ 10Q Filed 7/8/2026:
88
LEVI 10Q Filed 7/8/2026:
98
PSMT 10Q Filed 7/8/2026:
100
PCYO 10Q Filed 7/8/2026:
98
UNF 10Q Filed 7/8/2026:
95
CHSCP 10Q Filed 7/8/2026:
96
SOTK 10Q Filed 7/8/2026:
62
HELE 10Q Filed 7/8/2026:
91
TMQ 10Q Filed 7/8/2026:
87
FC 10Q Filed 7/7/2026:
89
PENG 10Q Filed 7/7/2026:
86
KRUS 10Q Filed 7/7/2026:
92
SAR 10Q Filed 7/7/2026:
73
CTWO 10Q Filed 7/2/2026:
48
LNN 10Q Filed 7/2/2026:
84
SNX 10Q Filed 7/2/2026:
85
UUU 10K Filed 7/2/2026:
74
CNXC 10Q Filed 7/2/2026:
77
FIZZ 10K Filed 7/1/2026:
89
GBX 10Q Filed 7/1/2026:
98
FDS 10Q Filed 7/1/2026:
83
GIS 10K Filed 7/1/2026:
72
BSET 10Q Filed 7/1/2026:
65
MSM 10Q Filed 7/1/2026:
82
 

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