On this page of Benford's Law Stocks.com we present our study of Vanda Pharmaceuticals Inc. — ticker symbol VNDA. SEC filings have been screened by our Benford's Law software, for quarterly 10Q and annual 10K filings from 8/6/2020 to 5/8/2025 for Vanda Pharmaceuticals Inc. under CIK number 0001347178. 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 VNDA, 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 Vanda Pharmaceuticals Inc. based on the past VNDA filings our system processed in the past.
Benford Chart for VNDA 10Q Filed 5/8/2025
23.2
16.8
12.6
10.7
14.9
5.5
7.6
3.1
5.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
XBRL? ✓  [ original filing, VNDA stockholder letter ]
Total numbers found: 422
Recent share count: 58,308,144 (5's column)

■ = Typical range across full coverage universe
# of Numbers Found in Filing
Benford's Law Stocks Indicator
422
Low count compared to other filers, falling in the bottom quartile. At this number count, it would take about 4 numbers to move any given column by a full percentage point.
Benford's Law Stocks Score for VNDA = 59
59

Starting from a possible score of 100, we made the following score deductions:
 • We deducted point upon observing the 1's percentage was below the typical coverage universe range.
 • We deducted point upon observing the 1's percentage was below the company's typical historical range.
 • The 5's percentage was higher than the 4's percentage, increasing the penalty multiplier.
 • However, because we observed that the company's shares outstanding count begins with the digit 5, we canceled the penalty multiplier.
 • We deducted points upon observing the 5's percentage was above the typical coverage universe range.
 • The 7's percentage was higher than the 6's percentage, increasing the penalty multiplier.
 • We deducted points (includes the impact of penalty multiplier) upon observing the 7's percentage was above the typical coverage universe range.
 • We deducted points (includes the impact of penalty multiplier) upon observing the 7's percentage was above the company's typical historical range.
 • We deducted point upon observing the 8's percentage was below the typical coverage universe range.
 • We deducted point upon observing the 8's percentage was below the company's typical historical range.
 • The 9's percentage was higher than the 8's percentage, increasing the penalty multiplier.
 • This is the 2nd column with percentage higher than the prior column, resulting in a penalty deduction.
 • We deducted points (includes the impact of penalty multiplier) upon observing the 9's percentage was above the typical coverage universe range.
 • We deducted points (includes the impact of penalty multiplier) upon observing the 9's percentage was above the company's typical historical range.
VNDA's Score Vs. Typical Stock
Benford's Law Stocks Indicator
VNDA
Low score compared to other filers, falling in the bottom quartile.
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Check our work! We provide our Vanda Pharmaceuticals Inc. 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 VNDA 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 98 numbers that start with the digit 1. Here they are:
111,796
102,316
1,923
1,726
15,420
112,344
114,096
10,060
103,923
120,519
117,658
150,000,000
174,292
1,752
19
174,292
1
155,392
159,538
1,466
1,752
1,853
1,781
1,850
1,165
18,218
1,324
14
10,663
102,785
136,290
112,265
125,627
111,796
125,158
112,265
125,627
1.0
189,685
190,160
104
18
190,160
190,160
190,160
1,923
1,726
1,923
1,726
1,660
10,283
104.9
100.7
17,765
15,235
104,894
137,894
112,344
17,400
15,600
104,894
137,894
114,096
1.8
15,235
1,097
1,463
1,463
1,463
1,463
112,344
18,190
11,437
11,962
1,931
1,814
1,474
1,665
10
10.0
10.0
14.4
10
1.8
11.9
11.9
1.1
12
13
15,690,000
12.71
11.19
12.74
13.73
12.77
16.0
1,568,500
1,752
We found 71 numbers that start with the digit 2. Here they are:
229,112
272,327
20,476
2,439
2,132
2,947
20,000,000
203,786
21,154
2,018
29,494
29,494
25
29,185
2,971
2,971
29,494
29,494
203,786
29,494
231
206
2,971
2,018
246
2,534
2,587
29
2,844
2,705
23,545
20,579
20,872
20,053
228,636
229,112
227,720
261
227,830
272,226
279
272,327
258,044
227,830
227,830
272,327
227,830
28.9
2.5
2.0
2
250.0
25.0
25,550
23,798
27.9
2.0
2,463
2,456
2.0
25.00
25
2.2
2,650,006
2,206
2,720
2,971
29,494
21,154
2,018
29,494
We found 53 numbers that start with the digit 3. Here they are:
39,086
3,146
383
3,521
3,440
35,712
30,085
3,660
37,368
375
309
353
309
309
383
30
3,584
3,584
353
353
383
3,584
33,147
3.0
38,951
38,952
371
380
33,000
33,000
3,794
3,498
39,086
3
37.5
33.0
35.0
33.0
3.2
3.0
371
383
3,188,266
36
3,801,044
30,831
3,334,350
3,584
3,521
3,440
35,712
30,085
3,660
4's 5's 6's
We found 45 numbers that start with the digit 4. Here they are:
44,603
47,101
407,910
438,890
4,828
4,943
45,279
4,404
4,944
47,462
47,462
41,028
4,571
4,664
4,146
4,146
430
4,499
4,146
4,146
4,146
436
43,329
43,902
409
49
469
469
47,462
44,506
44,497
44,497
44,497
44,497
4.2
4,158
45,279
4,603,581
4,512,074
4,486,369
4.46
4,146
47,462
4,571
4,146
We found 63 numbers that start with the digit 5. Here they are:
58,934,482
5,208
5,602
58,644
58,933,982
58,310,644
59
58
511,417
538,546
50,041
50,041
50,084
56,697
518
50
50
58,527,775
57,760,940
58,527,775
57,760,940
58,310,644
58
538,546
58,933,982
59
511,417
57,534,499
58
544,910
58,196,523
58
543,995
5,390
5,636
5,624
50,041
574
5
580
5,766
5
5,544
5,544
5,544
5,544
5,255
5,990
5
5
5.0
5.0
5.0
5.0
5.15
5
5
58,527,775
57,760,940
50
50,041
50,084
518
We found 23 numbers that start with the digit 6. Here they are:
631,936
656,204
60,895
631,936
656,204
623,338
662,024
641
6,590
60,500
6,830
6
67,884
67,884
67,884
6,236
617
6,398
6
6
6.82
6.12
6,507,815
7's 8's 9's
We found 32 numbers that start with the digit 7. Here they are:
714,761
712,706
74
7,874
712,706
74
714,761
700,274
703,858
749
7,797
7,569
7
76,006
7,787
7.3
7.3
7,785
70,775
7,007
7,007
7,007
7,007
79,061
74
7,846,424
75
7.7
765
7.9
7,029,644
7,874
We found 13 numbers that start with the digit 8. Here they are:
89,147
81,440
87,667
81
8,360
8.0
8,286
8,465
80.0
87
853,325
853,325
864
We found 24 numbers that start with the digit 9. Here they are:
9,101
99,981
9,245
9,587
91,069
9,235
91
96
916
915
915
9,480
91
99
9
934
934
9,513
97,109
98,496
97,109
9,226
91,507
9.03
While the above VNDA 10Q Filed 5/8/2025 is interesting in isolation, we have found that it is also useful to take a look at older Vanda Pharmaceuticals Inc. 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 5/8/2025 but instead of the chart comparing against the typical company across our coverage universe, below we show the same chart compared against the typical VNDA 10Q and 10K filings that we have processed historically. This is followed by similar charts for each of those historical filings.

10Q Filed 5/8/2025
23.2
16.8
12.6
10.7
14.9
5.5
7.6
3.1
5.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 59
XBRL? ✓  [ original filing ]
Total numbers found: 422

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 8/1/2024
28.6
10.9
12.9
10.3
13.7
7.3
6.9
5.4
4.0
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 90
XBRL? ✓  [ original filing ]
Total numbers found: 496

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 11/9/2023
33.4
9.4
14.5
6.8
15.2
9.0
3.9
3.1
4.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 66
XBRL? ✓  [ original filing ]
Total numbers found: 488

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10K Filed 2/9/2023
37.0
14.6
11.6
7.8
11.0
6.0
4.4
4.1
3.5
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 95
XBRL? ✓  [ original filing ]
Total numbers found: 664

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 5/6/2022
35.1
8.5
13.8
6.6
13.6
9.0
4.5
5.9
2.9
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 74
XBRL? ✓  [ original filing ]
Total numbers found: 376

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 7/29/2021
28.5
12.3
14.1
8.5
14.7
6.5
4.6
6.1
4.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 81
XBRL? ✓  [ original filing ]
Total numbers found: 495

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 10/29/2020
28.9
18.0
13.9
6.9
15.8
6.9
2.4
5.4
1.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 80
XBRL? ✓  [ original filing ]
Total numbers found: 533

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10K Filed 2/14/2025
33.9
16.5
10.3
7.1
9.8
6.0
7.8
4.2
4.4
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 78
XBRL? ✓  [ original filing ]
Total numbers found: 756

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 5/9/2024
27.9
14.4
14.9
9.2
12.1
7.4
7.4
3.1
3.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 81
XBRL? ✓  [ original filing ]
Total numbers found: 390

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 7/28/2023
32.0
9.9
13.4
8.2
13.8
8.4
5.2
5.8
3.2
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 81
XBRL? ✓  [ original filing ]
Total numbers found: 463

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 11/3/2022
30.5
13.1
13.7
8.2
15.3
6.1
4.9
5.3
2.9
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 82
XBRL? ✓  [ original filing ]
Total numbers found: 511

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10K Filed 2/24/2022
33.3
17.6
13.3
7.2
10.8
6.0
3.6
5.5
2.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 94
XBRL? ✓  [ original filing ]
Total numbers found: 669

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 5/6/2021
30.5
11.2
14.9
9.4
13.3
7.8
4.4
6.8
1.6
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 67
XBRL? ✓  [ original filing ]
Total numbers found: 383

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 8/6/2020
26.7
17.2
12.6
7.8
15.8
6.8
4.4
4.8
3.8
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 89
XBRL? ✓  [ original filing ]
Total numbers found: 499

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 11/7/2024
30.0
12.8
11.5
7.6
17.0
7.3
7.3
2.9
3.8
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 78
XBRL? ✓  [ original filing ]
Total numbers found: 524

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10K Filed 2/8/2024
36.5
15.0
10.6
7.0
9.0
6.9
5.7
5.2
4.1
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 96
XBRL? ✓  [ original filing ]
Total numbers found: 699

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 5/3/2023
33.7
9.0
14.8
7.1
12.1
11.0
4.7
3.6
4.1
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 69
XBRL? ✓  [ original filing ]
Total numbers found: 365

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 8/4/2022
31.0
13.1
14.6
6.9
14.0
7.5
3.8
5.8
3.3
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 81
XBRL? ✓  [ original filing ]
Total numbers found: 480

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10Q Filed 11/4/2021
28.5
14.5
14.1
7.8
15.7
5.5
5.0
6.1
2.7
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 85
XBRL? ✓  [ original filing ]
Total numbers found: 523

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
10K Filed 2/11/2021
32.9
19.1
9.9
7.9
11.2
7.5
2.9
6.3
2.4
 
%1 %2 %3 %4 %5 %6 %7 %8 %9
Benford's Law Stocks Score: 83
XBRL? ✓  [ original filing ]
Total numbers found: 750

■ = Typical VNDA range from 8/6/2020 to 5/8/2025
NCL 10Q Filed 7/18/2025:
84
TBH 10Q Filed 7/18/2025:
87
DIT 10Q Filed 7/18/2025:
80
KMI 10Q Filed 7/18/2025:
99
NFLX 10Q Filed 7/18/2025:
67
DRI 10K Filed 7/18/2025:
98
FEIM 10K Filed 7/18/2025:
60
AXP 10Q Filed 7/18/2025:
98
MMM 10Q Filed 7/18/2025:
97
ALV 10Q Filed 7/18/2025:
92
ANGO 10K Filed 7/18/2025:
86
FR 10Q Filed 7/17/2025:
53
TCBI 10Q Filed 7/17/2025:
84
UAL 10Q Filed 7/17/2025:
81
SGRP 10Q Filed 7/17/2025:
75
ELV 10Q Filed 7/17/2025:
91
MLRT 10Q Filed 7/17/2025:
98
NKE 10K Filed 7/17/2025:
92
KMTS 10K Filed 7/17/2025:
98
IIIN 10Q Filed 7/17/2025:
95
FAST 10Q Filed 7/17/2025:
96
SNA 10Q Filed 7/17/2025:
85
MMC 10Q Filed 7/17/2025:
88
TRV 10Q Filed 7/17/2025:
92
PEP 10Q Filed 7/16/2025:
92
TFIN 10Q Filed 7/16/2025:
97
PKE 10Q Filed 7/16/2025:
39
TRONU 10Q Filed 7/16/2025:
23
COOLU 10Q Filed 7/16/2025:
26
KACUF 10Q Filed 7/16/2025:
67
OAKUU 10Q Filed 7/16/2025:
43
EZOO 10Q Filed 7/16/2025:
76
OMC 10Q Filed 7/15/2025:
75
CBRRF 10Q Filed 7/15/2025:
62
DBMM 10Q Filed 7/15/2025:
9
NTRP 10Q Filed 7/15/2025:
81
CCEL 10Q Filed 7/15/2025:
53
BTCY 10K Filed 7/15/2025:
49
LVO 10K Filed 7/15/2025:
99
HUDA 10Q Filed 7/15/2025:
56
 

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