| Benford Chart for AMBC 10Q Filed 5/12/2025 | ||||||||||||||||||||||||||||||||||||
Total numbers found: 1,212 Recent share count: 46,242,182 (4's column) ■ = Typical range across full coverage universe | ||||||||||||||||||||||||||||||||||||
| # of Numbers Found in Filing | |||
|
On this page of Benford's Law Stocks.com we present our study of AMBAC FINANCIAL GROUP INC — ticker symbol AMBC. SEC filings have been screened by our Benford's Law software, for quarterly 10Q and annual 10K filings from 8/6/2020 to 5/12/2025
for AMBAC FINANCIAL GROUP INC under CIK number 0000874501.
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 AMBC, 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 AMBAC FINANCIAL GROUP INC based on the past AMBC filings our system processed in the past.
| Benford's Law Stocks Score for AMBC = 92 | ||
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 points upon observing the 3's percentage was above the company's typical historical range. • We deducted point upon observing the 4's percentage was above the typical coverage universe range. • We deducted points upon observing the 4's percentage was above the company's typical historical range. • We deducted point upon observing the 9's percentage was below the typical coverage universe range. • We deducted point upon observing the 9's percentage was below the company's typical historical range. |
| AMBC's Score Vs. Typical Stock | |||
|
Check our work! We provide our AMBAC FINANCIAL GROUP 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 AMBC 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 374 numbers that start with the digit 1. Here they are: 100 100 13 164,688 162,124 161,569 157,020 101,604 127,588 101,610 127,601 17,596 17,669 142 142 100 100 144,914 148,300 107,829 181,387 182,446 150,000 150,000 185,417 140,860 130,000,000 133,168 188,436 173,827 197,755 1,026,048 1,054,661 15,678 17,729 1,124 10,496 19,355 10,365 17,575 1,614 15,107 130 14,490 14,496 1,654 16,144 18,606 147 15,420 10,531 1,654 1.22 1.22 1,054,661 188,436 197,755 1,605 1,516 11,184 1,026,048 133,168 173,827 1,414,615 160,046 1,246,048 16,573 15,420 1,418,165 175,466 1,265,571 16,661 14,490 1,614 18,813 15,916 12,612 10,990 14,435 149 1,606 1,332 1,094 19,223 10,446 13,150 104 15,744 1,582 122,909 146,837 114,900 10,276 140,860 17,079 1,877 185,417 17,079 13,753 17,596 10,937 15,678 15,678 17,729 17,729 1,842 1,399 1 1,113 10 1,124 17,865 10,496 10,496 19,355 19,355 10,365 10,365 1,149 1,614 13,533 1,760 10,546 1,821 15,644 19,668 14,954 13,892 11,177 1,503 14,367 15,107 1,821 195 106 118 130 1,425 1,743 14,172 14,490 1,715 1,654 1,654 1,425 14,172 16,144 1,713 129,250 1,861,278 155,722 1,425 1,743 14,172 14,490 1,715 195 106 118 130 109 10 1,139 1,139 1,503 12,083 14,062 1,821 1,625 1,503 14,063 1,823 18.50 14,496 132,778 14,394 113,636 113,962 1,062,616 1,046,658 100,988 105,772 1,533 10,735 11,327 17,693 15,951 15,980 14,660 14,305 14,646 14,083 107 16 18 14 1 13 16 14 164,688 161,569 162,124 157,020 101,604 101,610 127,588 13 127,601 135,653 135,297 112 12,624 135 12,148 18,852 15,919 14,818 1,899 18 1,899 18 1 1 1,428 1,428 119,024 136 1,400 1,170 1,457 1 1,724 14,305 14,305 14,305 14,083 14,083 14,083 101,610 101,610 101,610 127,601 127,601 127,601 198,130 116,919 116,025 152,695 152,695 152,695 152,560 152,560 152,560 152,695 152,695 152,695 152,877 152,877 152,560 176 177 13,920 14,576 13 13,954 14,563 13 17,188 15,523 18,004 15,678 142 142 197,089 156,232 10,325 18,230 171 1,125 10,496 19,355 1,120 1,056 10,172 11,292 182,892 15,088 127,775 155,383 14,602 14,602 1,812 10,558 10,558 13,159 150,484 129,496 18,894 17,147 15,732 11,796 112,497 11,784 15,000 10 15,720 11,080 1,350 1,148 10,767 1,460 11,213 11,213 1,350 1,080 10,767 1,195 11,213 11,213 10,354 1,848 1,133 113 1,560 1,527 1,963 17,729 1,981 15,967 17 182 166,191 1,109 188,436 144,036 160,046 14,147 14,271 1,149 18,606 15,420 129,971 133,168 151,806 1,006 175,466 1,498 15 103 147 1,149 15,000 1,605,316 14,217 11,698 13.88 12.48 11.79 10,276 1.22 1.22 145,197 11,153 15,107 100 1,154 1,154 100 1,042 1,771 130 1,670,035 158,663 | We found 200 numbers that start with the digit 2. Here they are: 28,214 28,294 291,393 2,695 2,560 20,000,000 2,447,746 2,368,194 29,945 28,339 25,579 2,567 2,815 24,140 20,771 20,070 24,140 20,070 20,771 253 28,339 2,349 2,349 23,928 29,945 291,761 20,070 2 291,298 20,771 24,140 2,349 2,327 20,876 28,356 20,928 2,763 22,077 25,972 2,131 21,339 272 24,690 225 255,183 270,927 258 2,122 24,690 2,763 25,579 25,579 2,567 2,567 2,815 2,192 21,171 29,542 2,145 22,887 2,296 2,182 27,721 2,243 2 24,140 20,070 210,671 2 2,545 2,286,236 2,226,505 218,049 217,096 25,918 25,274 209,677 213,457 229,035 228,177 20,700 26,797 20,708 2,475 29 2,446 2,067 22 2,049 2,127 2,101 2,941 2,954 2 2 2 247 266,292 263,179 289,712 260 284,621 253,064 249,944 2,067 2,049 2,941 2,954 266,292 263,179 2,070 23,784 269 2,446 29 2,446 29 22 22 2 2 2 2 2 2 24,475 259 2,590 2 2,894 2,815 23,628 22,861 2,210 2,845 20,618 20,618 2,446 2,446 2,446 2,049 2,049 2,049 2,101 2,101 2,101 2,954 2,954 2,954 28,214 28,294 210 210 210 215,872 20,618 20,618 26,247 25,579 270,081 294,920 237,014 27,608 21,561 23,373 294,920 28,184 242,613 242,613 232,310 210 210 210 210 210 210 200 2,457 20,000 202 24,630 270 26,905 26,905 2,243 20,685 2,705 20 21,136 20,196 253 253 2,530 27,213 210 253 20,000 264,791 20,070 20,123 | We found 181 numbers that start with the digit 3. Here they are: 312,915 351,110 306,191 345,061 344,775 373,105 349,062 333,356 331,007 36,771 3,652 3,640 36 3,841 38,531 3,239 3,369 30,247 30,247 36,220 380 331,007 3,122 3,122 3,121 35,112 333,356 30,247 3,369 3,944 3,341 3,122 3,797 3,819 34,064 3,944 36,771 36,771 3,652 3,652 376 3,640 3 36 3,841 3,841 304 3,510 3,973 3,239 3,855 3,369 3,397 3,152 30,247 3,855 3,369 305 399,727 392,492 3,989,423 3,904,259 3,954,287 3,873,507 38,031 343 3,153 3,905 390 3,447 3,445 34 3,131 3,142 3,994 3,994 3,447 3,445 35 373 3,018 3,153 3,636 3,905 344 390 344 30,737 34 34 3,735 3,994 3,153 35 3,670 30 3,640 3 3 3 3,445 3,445 3,445 3,142 3,142 3,142 3,406 3,406 3,406 3,434 3,434 3,434 346,669 325,875 3,406 363,625 342,830 3,434 317 317 317 317 34 34 34 349,062 373,105 34,411 35,157 396 36,030 36,828 373,105 34,724 31,002 31,002 351,110 34,724 35,146 317 317 317 317 317 317 317 357,316 357,998 33,659 324,339 370,115 36,267 333,848 381,328 36,267 345,061 348,350 323,720 360,467 333,562 371,680 344,775 3,807 3,223 36,771 3,364 3,491 36,220 313 36,220 380 313 313 337 325,068 35,179 3,239 3,954 3,239 30 30 |
| 4's | 5's | 6's |
|---|---|---|
| We found 140 numbers that start with the digit 4. Here they are: 46,427,421 47,275 429,314 418,234 48,875,167 48,875,167 489 489 4,964 49,551 4,424 44,737 46,391 4,070 46,391 44,737 442 4,252 4,625 4,650 44 44 47,313,012 45,827,076 47,313,012 45,827,076 489 46,391 489 467 4,650 463 463 45 47 467 44,737 463 467 474 4,385 47,275 43,904 48,369 45,558 4,596 42,180 4,964 4,964 47 40,998 49,551 4,424 4,424 465 4,222 43,241 4,070 46,391 413 465 475 477 4,202 420,000 409,759 402,224 42,632 49,396 4,763 408 44,821 429 44,860 41,706 40,995 4 4,773 4,787 4,773 4,787 408 458 42,021 46,612 46 465 4,559 4 44,860 44,860 44,860 40,995 40,995 40,995 4,787 4,787 4,787 47,276 47,276 47,276 47 47 47 40,857 45,778 44,208 496,024 47,489 48 427 427 48 4,500 418,234 429,314 418,234 4,027 4,116 4,964 479 4,939 4,459 442 4,901 442 4,559 4,459 442 4,901 46,427,421 4,510 46,391 44 44 47,313,012 45,827,076 47,313,012 45,827,076 411,433 | We found 96 numbers that start with the digit 5. Here they are: 51,660 57,222 55,377 53,002 5,887,685 5,454 52,790 55,268 5,351 58 58 53 53 55,268 52,958 594 52,956 5,436 5,467 51,660 50,960 50,918 53 51,660 597 50 587 5,454 5,454 5,844 5,017 52,790 500 5,454 5,454 500 5,122 5,000 5,000 5,477 570,145 584,642 5.1 584,642 570,145 57,754 584,642 570,145 577,167 55,571 56,404 5,887,685 5,954 568 533 53,058 5,826 53 570 5,049 5,061 5,351 5,351 58,649 57,690 57,785 55,980 570 51,803 51,012 5,351 5,061 5,061 5,061 51,660 51,660 51,660 51,280 57,222 5,690 5,034 54,122 56,190 56,775 5,172 5,184 50,367 583 55,268 5,957 568 583 589 50,000 53 57,574 | We found 66 numbers that start with the digit 6. Here they are: 64,563 65,819 6,392,004 6,267,200 69,742 6,003,908 6,862,857 681,489 62,756 617 645 611 64 64 681,489 682 63 668 6,941 682 650 66,077 650 6,834 65,000 62,756 6,490 625 617 608,006 6,392,004 617 60,593 6,392,004 6,267,200 601,411 6,003,908 6 6,660 6,042 6,582 6,704 654 654 655 655 60,829 68,012 6 656 609 61,336 68,911 64,563 6,357 6,090 65,845 6,491 6,668 66,954 68.0 69,694 6,434 67 667 617 |
| 7's | 8's | 9's |
|---|---|---|
| We found 64 numbers that start with the digit 7. Here they are: 7,420 7,499 7,176 7,500 71,431 70,135 7,041,817 742,185 77,863 701 7,017 7,770 701 742,185 7,193 7,071 708 74,987 703 708 7,029 77,863 78 703 701 7,454,216 78 7,083 7,535 7,235 76,681 79,074 7,486 7 70,396 750 750 738 738 792 79 761 7,420 7,499 7,420 7,499 7,420 7,499 77,191 79,234 7,529 72,297 70,175 78,981 78,185 798 78,185 79 753 7,770 7,017 7,770 79,552 729 | We found 57 numbers that start with the digit 8. Here they are: 8,572 8,253,282 8,058,378 81,358 81,017 89,036 852,221 856,906 8,253,282 8,058,378 84 8,877 88 83 8,488 8,460 8,910 86 8,872 8,806 8,938 8,938 802,856 8,253,282 8,428,615 8,938 8,763 8,763 8,567 8,567 8,322 89,169 89,192 809 8 875 881 8,730 809 848 848 85,304 800 89,169 89,169 89,169 89,192 89,192 89,192 80,446 8,753 81,358 8,776 8,151 84 8.86 88,468 | We found 34 numbers that start with the digit 9. Here they are: 9,615 92,317 91,429 9,822 9,176 9,176 907 9,822 9,822 9,176 9,032 94 929,172 974,399 94 9.9 986,866 962,637 9,082 91,979 92,990 98 977 977 9,782 90 9,724 9,070 9,051 9,149 9,307 9,572 937,141 907 |
While the above AMBC 10Q Filed 5/12/2025 is interesting in isolation, we have found that it is also useful to take a look at older
AMBAC FINANCIAL GROUP 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 5/12/2025 but instead of the chart comparing against the typical company across
our coverage universe, below we show the same chart compared against the typical AMBC 10Q and 10K filings that we have processed
historically. This is followed by similar charts for each of those historical filings.
| 10Q Filed 5/12/2025 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 1,212 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 8/5/2024 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,253 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 11/7/2023 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,275 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10K Filed 2/28/2023 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,883 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 5/10/2022 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 1,793 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 8/5/2021 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,065 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 11/9/2020 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 1,953 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10K Filed 3/6/2025 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,433 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 5/6/2024 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 1,792 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 8/7/2023 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,257 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 11/8/2022 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,296 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10K Filed 2/24/2022 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,598 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 5/10/2021 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 1,660 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 8/6/2020 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 1,965 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 11/12/2024 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,374 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10K Filed 2/27/2024 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,929 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 5/9/2023 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 1,798 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 8/8/2022 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,276 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10Q Filed 11/8/2021 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,079 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||
| 10K Filed 3/1/2021 | ||||||||||||||||||||||||||||||||||||
XBRL? ✓ [ original filing ] Total numbers found: 2,770 ■ = Typical AMBC range from 8/6/2020 to 5/12/2025 | ||||||||||||||||||||||||||||||||||||