screen_row_id stringlengths 7 7 | in_release stringclasses 3
values | release_job_id float64 2.15B 4.46B ⌀ | text_group_id stringlengths 10 10 | counts_in_unique_basis stringclasses 2
values | advertiser_key stringlengths 8 8 | state stringclasses 51
values | location_specified stringclasses 3
values | segment_group stringclasses 4
values | in_scope stringclasses 2
values | eligibility_tier stringclasses 5
values | entry_level_basis stringclasses 7
values | entry_evidence stringclasses 4
values | junior_title_flag stringclasses 2
values | experience_status stringclasses 5
values | minimum_professional_years float64 0 20 ⌀ | minimum_operator stringclasses 2
values | experience_band stringclasses 8
values | review_depth stringclasses 5
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SR-0001 | representative | 4,458,883,534 | stext-1068 | yes | adv-0520 | TX | yes | software | yes | retained | title_explicit | independently_supported | yes | not_stated | null | null | not_stated | released_dataset |
SR-0002 | representative | 4,456,434,661 | stext-1969 | yes | adv-1129 | MO | yes | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 1 | >= | under_2 | released_dataset |
SR-0003 | not_in_release | null | stext-2597 | no | adv-0961 | DC | yes | ai_training_or_evaluation | no | other_secondary | not_applicable | not_applicable | no | not_stated | null | null | not_stated | screen_adjudicated |
SR-0004 | not_in_release | null | stext-2928 | yes | adv-1735 | NY | yes | other_software_role | yes | excluded | metadata_only | platform_label_only | no | preferred_only | null | null | preferred_only | rechecked |
SR-0005 | merged_repeat | 4,447,142,408 | stext-1447 | no | adv-1880 | NY | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0006 | representative | 4,406,606,644 | stext-1661 | yes | adv-1474 | TX | yes | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 0 | >= | zero | released_dataset |
SR-0007 | representative | 4,434,789,667 | stext-0669 | no | adv-1633 | VA | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0008 | not_in_release | null | stext-0986 | no | adv-1607 | CA | yes | out_of_scope | no | excluded | conflict | conflict | no | not_stated | null | null | not_stated | screen_single_reader |
SR-0009 | representative | 4,445,778,715 | stext-3470 | yes | adv-1064 | CO | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | released_dataset |
SR-0010 | representative | 4,451,555,686 | stext-0537 | yes | adv-1141 | MD | yes | software | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0011 | not_in_release | null | stext-0879 | yes | adv-1593 | VA | yes | software | yes | excluded | conflict | conflict | no | not_stated | null | null | not_stated | screen_single_reader |
SR-0012 | not_in_release | null | stext-1211 | yes | adv-1301 | CA | yes | other_software_role | yes | other_secondary | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | screen_single_reader |
SR-0013 | not_in_release | null | stext-0648 | yes | adv-1818 | null | no | software | yes | excluded | conflict | conflict | no | quantified_required | 2 | >= | two | rechecked |
SR-0014 | representative | 4,446,964,617 | stext-1511 | yes | adv-0948 | MD | yes | software | yes | retained | title_explicit | independently_supported | yes | not_stated | null | null | not_stated | released_dataset |
SR-0015 | not_in_release | null | stext-3524 | no | adv-0991 | TX | yes | other_software_role | yes | excluded | conflict | conflict | no | quantified_required | 1 | null | under_2 | screen_single_reader |
SR-0016 | not_in_release | null | stext-0632 | no | adv-1542 | TX | yes | ai_training_or_evaluation | no | other_secondary | metadata_only | platform_label_only | no | quantified_required | 3 | >= | three_four | rechecked |
SR-0017 | not_in_release | null | stext-3756 | yes | adv-0901 | CA | yes | other_software_role | yes | other_secondary | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | screen_single_reader |
SR-0018 | representative | 4,455,950,773 | stext-2162 | no | adv-1360 | CA | yes | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | released_dataset |
SR-0019 | not_in_release | null | stext-3282 | no | adv-1880 | NY | yes | other_software_role | yes | other_secondary | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | rechecked |
SR-0020 | representative | 4,418,418,161 | stext-2265 | yes | adv-1964 | KS | yes | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | released_dataset |
SR-0021 | representative | 4,450,009,818 | stext-0462 | yes | adv-0811 | AZ | yes | software | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0022 | representative | 4,434,910,449 | stext-0246 | no | adv-1860 | IL | yes | software | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0023 | not_in_release | null | stext-1433 | no | adv-1765 | OR | yes | other_software_role | yes | excluded | conflict | conflict | no | quantified_required | 0 | >= | zero | rechecked |
SR-0024 | merged_repeat | 4,442,390,022 | stext-0930 | yes | adv-1520 | null | no | software | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0025 | merged_repeat | 4,436,241,638 | stext-2668 | no | adv-1880 | NY | yes | software | yes | retained | metadata_only | platform_label_only | no | research_coded | null | >= | ambiguous | released_dataset |
SR-0026 | not_in_release | null | stext-0080 | yes | adv-1456 | TX | yes | software | yes | exception | metadata_only | platform_label_only | no | quantified_required | 1 | null | under_2 | screen_adjudicated |
SR-0027 | representative | 4,456,189,756 | stext-2069 | yes | adv-0990 | NE | yes | software | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0028 | representative | 4,420,210,731 | stext-0602 | yes | adv-0901 | CA | yes | software | yes | retained | body_explicit | independently_supported | no | not_stated | null | null | not_stated | released_dataset |
SR-0029 | not_in_release | null | stext-1447 | no | adv-1880 | NY | yes | software | yes | experience_review | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | screen_cross_checked |
SR-0030 | representative | 4,436,400,521 | stext-0603 | yes | adv-1100 | MS | yes | software | yes | retained | title_explicit | independently_supported | yes | not_stated | null | null | not_stated | released_dataset |
SR-0031 | merged_repeat | 4,444,052,332 | stext-3176 | no | adv-1798 | AZ | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0032 | not_in_release | null | stext-3639 | no | adv-1240 | null | no | other_software_role | yes | other_secondary | body_explicit | independently_supported | no | quantified_required | 0 | null | zero | rechecked |
SR-0033 | not_in_release | null | stext-0844 | yes | adv-1338 | IL | yes | other_software_role | yes | other_secondary | not_applicable | not_applicable | no | not_stated | null | null | not_stated | rechecked |
SR-0034 | representative | 4,450,672,124 | stext-2544 | yes | adv-0174 | MA | yes | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 0 | >= | zero | released_dataset |
SR-0035 | not_in_release | null | stext-2249 | yes | adv-1394 | FL | yes | software | yes | other_secondary | academic_internship_route | independently_supported | yes | not_stated | null | null | not_stated | rechecked |
SR-0036 | not_in_release | null | stext-2964 | yes | adv-0446 | CA | yes | software | yes | exception | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | screen_adjudicated |
SR-0037 | representative | 4,431,898,183 | stext-0300 | yes | adv-1808 | TX | yes | software | yes | retained | metadata_only | platform_label_only | no | preferred_only | null | null | preferred_only | released_dataset |
SR-0038 | not_in_release | null | stext-0841 | yes | adv-1383 | MA | yes | other_software_role | yes | other_secondary | not_applicable | not_applicable | no | quantified_required | 2 | null | two | rechecked |
SR-0039 | not_in_release | null | stext-1566 | yes | adv-1560 | MA | yes | out_of_scope | no | excluded | not_applicable | not_applicable | no | quantified_required | 10 | >= | five_plus | rechecked |
SR-0040 | representative | 4,399,031,948 | stext-3648 | no | adv-0736 | MD | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | released_dataset |
SR-0041 | not_in_release | null | stext-2257 | no | adv-0929 | AZ | yes | software | yes | exception | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | screen_adjudicated |
SR-0042 | not_in_release | null | stext-0933 | yes | adv-1461 | TX | yes | other_software_role | yes | other_secondary | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | screen_single_reader |
SR-0043 | not_in_release | null | stext-1639 | yes | adv-1954 | AZ | yes | other_software_role | yes | other_secondary | not_applicable | not_applicable | no | preferred_only | null | null | preferred_only | screen_single_reader |
SR-0044 | not_in_release | null | stext-1636 | yes | adv-0955 | CA | yes | other_software_role | yes | excluded | conflict | conflict | no | quantified_required | 1 | null | under_2 | screen_cross_checked |
SR-0045 | not_in_release | null | stext-1279 | no | adv-0025 | CO | yes | ai_training_or_evaluation | no | other_secondary | not_applicable | not_applicable | no | preferred_only | null | null | preferred_only | screen_single_reader |
SR-0046 | representative | 4,439,503,680 | stext-1438 | no | adv-1850 | CA | yes | other_software_role | yes | retained | title_explicit | independently_supported | yes | quantified_required | 0 | >= | zero | released_dataset |
SR-0047 | not_in_release | null | stext-1751 | yes | adv-0197 | GA | yes | other_software_role | yes | excluded | not_applicable | not_applicable | no | not_stated | null | null | not_stated | screen_single_reader |
SR-0048 | not_in_release | null | stext-1122 | yes | adv-0068 | NY | yes | other_software_role | yes | other_secondary | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | rechecked |
SR-0049 | representative | 4,450,730,832 | stext-1893 | no | adv-1850 | CA | yes | software | yes | retained | title_explicit | independently_supported | yes | not_stated | null | null | not_stated | released_dataset |
SR-0050 | not_in_release | null | stext-1100 | yes | adv-1206 | CA | yes | other_software_role | yes | excluded | not_applicable | not_applicable | no | quantified_required | 2 | >= | two | rechecked |
SR-0051 | not_in_release | null | stext-3453 | yes | adv-0025 | WA | yes | ai_training_or_evaluation | no | other_secondary | not_applicable | not_applicable | no | preferred_only | null | null | preferred_only | screen_single_reader |
SR-0052 | not_in_release | null | stext-1046 | yes | adv-1278 | MA | yes | other_software_role | yes | other_secondary | metadata_only | platform_label_only | no | quantified_required | 1 | null | under_2 | screen_single_reader |
SR-0053 | representative | 4,454,805,354 | stext-2734 | yes | adv-1166 | TX | yes | other_software_role | yes | retained | title_explicit | independently_supported | yes | quantified_required | 0 | >= | zero | released_dataset |
SR-0054 | not_in_release | null | stext-1929 | yes | adv-1658 | IA | yes | out_of_scope | no | excluded | conflict | conflict | no | not_stated | null | null | not_stated | screen_adjudicated |
SR-0055 | representative | 4,446,185,112 | stext-1087 | yes | adv-0882 | TX | yes | software | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0056 | representative | 4,410,326,421 | stext-1889 | yes | adv-0465 | NY | yes | software | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0057 | not_in_release | null | stext-2191 | yes | adv-1253 | FL | yes | out_of_scope | no | excluded | not_applicable | not_applicable | no | not_stated | null | null | not_stated | screen_adjudicated |
SR-0058 | not_in_release | null | stext-0024 | no | adv-0169 | KY | yes | other_software_role | yes | experience_review | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | screen_cross_checked |
SR-0059 | not_in_release | null | stext-3006 | yes | adv-0991 | TX | yes | other_software_role | yes | other_secondary | body_explicit | independently_supported | no | quantified_required | 1 | null | under_2 | screen_cross_checked |
SR-0060 | not_in_release | null | stext-3388 | yes | adv-1734 | MD | yes | software | yes | excluded | metadata_only | platform_label_only | no | quantified_required | 7 | null | five_plus | rechecked |
SR-0061 | merged_repeat | 4,384,485,258 | stext-3542 | no | adv-1606 | MA | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | released_dataset |
SR-0062 | representative | 4,456,759,842 | stext-0876 | yes | adv-1830 | CT | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | released_dataset |
SR-0063 | not_in_release | null | stext-3365 | yes | adv-0674 | null | no | ai_training_or_evaluation | no | other_secondary | not_applicable | not_applicable | no | not_stated | null | null | not_stated | screen_adjudicated |
SR-0064 | merged_repeat | 4,438,293,349 | stext-3150 | no | adv-1613 | NY | yes | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | released_dataset |
SR-0065 | not_in_release | null | stext-2597 | no | adv-0961 | DC | yes | ai_training_or_evaluation | no | other_secondary | not_applicable | not_applicable | no | not_stated | null | null | not_stated | screen_single_reader |
SR-0066 | not_in_release | null | stext-3616 | no | adv-1925 | CA | yes | other_software_role | yes | other_secondary | body_explicit | independently_supported | no | not_stated | null | null | not_stated | screen_cross_checked |
SR-0067 | not_in_release | null | stext-0936 | yes | adv-1842 | null | no | software | yes | experience_review | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | rechecked |
SR-0068 | not_in_release | null | stext-0653 | yes | adv-1610 | MI | yes | other_software_role | yes | experience_review | title_explicit | independently_supported | yes | quantified_required | 3 | >= | three_four | rechecked |
SR-0069 | representative | 4,438,370,777 | stext-1105 | yes | adv-1199 | CA | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | quantified_required | 0.25 | null | under_2 | released_dataset |
SR-0070 | not_in_release | null | stext-0024 | no | adv-0169 | AZ | yes | software | yes | experience_review | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | screen_cross_checked |
SR-0071 | representative | 4,443,957,005 | stext-1828 | yes | adv-1287 | FL | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | released_dataset |
SR-0072 | not_in_release | null | stext-0275 | yes | adv-1389 | TX | yes | other_software_role | yes | other_secondary | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | screen_single_reader |
SR-0073 | not_in_release | null | stext-2170 | no | adv-0025 | WI | yes | ai_training_or_evaluation | no | other_secondary | metadata_only | platform_label_only | no | preferred_only | null | null | preferred_only | screen_cross_checked |
SR-0074 | not_in_release | null | stext-0005 | yes | adv-1162 | VA | yes | other_software_role | yes | other_secondary | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | rechecked |
SR-0075 | representative | 4,451,044,155 | stext-3320 | yes | adv-0855 | AL | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0076 | merged_repeat | 4,436,098,757 | stext-2032 | no | adv-1880 | NY | yes | software | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0077 | representative | 4,446,136,763 | stext-3795 | yes | adv-1786 | CA | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | released_dataset |
SR-0078 | not_in_release | null | stext-2854 | yes | adv-1358 | NY | yes | software | yes | excluded | conflict | conflict | no | not_stated | null | null | not_stated | screen_single_reader |
SR-0079 | not_in_release | null | stext-1818 | yes | adv-0882 | CA | yes | other_software_role | yes | experience_review | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | screen_cross_checked |
SR-0080 | representative | 4,452,858,935 | stext-0120 | yes | adv-0641 | NY | yes | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 1 | >= | under_2 | released_dataset |
SR-0081 | not_in_release | null | stext-2475 | yes | adv-1392 | VA | yes | other_software_role | yes | excluded | conflict | conflict | no | quantified_required | 8 | null | five_plus | rechecked |
SR-0082 | representative | 4,458,482,190 | stext-3485 | yes | adv-1205 | NY | yes | software | yes | retained | title_explicit | independently_supported | yes | not_stated | null | null | not_stated | released_dataset |
SR-0083 | not_in_release | null | stext-0124 | yes | adv-1283 | null | no | software | yes | other_secondary | conflict | conflict | no | not_stated | null | null | not_stated | screen_adjudicated |
SR-0084 | not_in_release | null | stext-2303 | yes | adv-0310 | MI | yes | software | yes | excluded | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | rechecked |
SR-0085 | representative | 4,450,684,864 | stext-1590 | yes | adv-0284 | GA | yes | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | null | two | released_dataset |
SR-0086 | representative | 4,458,357,286 | stext-1883 | yes | adv-1955 | TX | yes | software | yes | retained | title_explicit | independently_supported | yes | quantified_required | 1 | >= | under_2 | released_dataset |
SR-0087 | not_in_release | null | stext-1536 | yes | adv-0508 | IN | yes | out_of_scope | no | excluded | not_applicable | not_applicable | no | not_stated | null | null | not_stated | screen_cross_checked |
SR-0088 | not_in_release | null | stext-3676 | yes | adv-1542 | IL | yes | ai_training_or_evaluation | no | other_secondary | metadata_only | platform_label_only | no | quantified_required | 3 | >= | three_four | rechecked |
SR-0089 | representative | 4,452,689,463 | stext-3321 | yes | adv-1107 | VA | yes | software | yes | retained | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | released_dataset |
SR-0090 | representative | 4,424,258,700 | stext-1949 | no | adv-1350 | AZ | yes | software | yes | retained | title_explicit | independently_supported | yes | not_stated | null | null | not_stated | released_dataset |
SR-0091 | not_in_release | null | stext-2397 | no | adv-0025 | ME | yes | ai_training_or_evaluation | no | other_secondary | metadata_only | platform_label_only | no | preferred_only | null | null | preferred_only | screen_single_reader |
SR-0092 | representative | 4,443,404,158 | stext-3244 | yes | adv-0351 | TX | yes | other_software_role | yes | retained | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | released_dataset |
SR-0093 | not_in_release | null | stext-3374 | yes | adv-0674 | CO | yes | other_software_role | yes | excluded | conflict | conflict | no | not_stated | null | null | not_stated | screen_adjudicated |
SR-0094 | not_in_release | null | stext-0159 | no | adv-0025 | GA | yes | ai_training_or_evaluation | no | other_secondary | metadata_only | platform_label_only | no | preferred_only | null | null | preferred_only | screen_cross_checked |
SR-0095 | merged_repeat | 4,446,949,523 | stext-3050 | no | adv-1761 | null | no | other_software_role | yes | retained | title_explicit | independently_supported | yes | not_stated | null | null | not_stated | released_dataset |
SR-0096 | representative | 4,448,404,789 | stext-2233 | yes | adv-0827 | null | no | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | released_dataset |
SR-0097 | representative | 4,455,464,377 | stext-0847 | yes | adv-0960 | NC | yes | software | yes | retained | metadata_only | platform_label_only | no | quantified_required | 2 | >= | two | released_dataset |
SR-0098 | not_in_release | null | stext-2032 | no | adv-1880 | NY | yes | other_software_role | yes | other_secondary | metadata_only | platform_label_only | no | not_stated | null | null | not_stated | screen_adjudicated |
SR-0099 | not_in_release | null | stext-0452 | no | adv-1542 | CA | yes | ai_training_or_evaluation | no | other_secondary | not_applicable | not_applicable | no | quantified_required | 3 | >= | three_four | rechecked |
SR-0100 | not_in_release | null | stext-2427 | yes | adv-0901 | TX | yes | software | yes | experience_review | metadata_only | platform_label_only | no | ambiguous | null | null | ambiguous | screen_cross_checked |
End of preview. Expand in Data Studio
US entry-labeled software listings: screening file
Research by Global Software Companies. Version 2026-10-11c.
Documentation, downloads and citation: www.globalsoftwarecompanies.com/research-data/#entry-level-screening-file. Used in: We Analyzed 5,625 “Entry-Level” Software Jobs. Only 9% Explicitly Accepted Beginners..
Also available on Zenodo, GitHub and Kaggle.
This package lets you check the figures in two GSC articles: how many "entry-level" software jobs require experience (#1), and AI-training listings (#5). Both draw on 5,625 US software listings labeled "Entry level" on LinkedIn (January–August 2026), more than the 2,517 in GSC's published jobs dataset, US entry-labeled software job listings.
screening.csv: one row per screened listing with GSC's coding (experience required, entry-level evidence, role group, AI-training flag, state, review depth). It has no listing text and no LinkedIn identifiers, titles, advertiser names, locations, posting dates or pay for listings outside the jobs dataset. Rows that are in the jobs dataset link to it throughrelease_job_id.aggregates.csv: every published figure in #1 and #5, with numerator, denominator and population. This includes figures computed over all 96,309 listings in GSC's collection, pay medians and employment types, which aren't released per listing. Pay medians appear only for groups of 10 or more listings, and quartiles for 30 or more.REPRODUCE.mdandreproduce.py: how to recompute the headline figures fromscreening.csv. Runpython3 reproduce.pyin this folder.FIELD-GUIDE.md: column definitions.
Method in brief
GSC's source data hold 96,309 US LinkedIn software listings posted January–August 2026; GSC did all classification. GSC selected the 5,625 labeled "Entry level" whose titles contain "software" plus developer, engineer or programmer, leaving out titles with senior, manager, director, instructor, tutor, sales or recruiter. Each listing's required professional experience was classified with AI assistance under written rules. Listings in the jobs dataset carry its values. The other listings that first screening put at 2+ years, or at an explicit zero, were re-coded under the same rules; the rest keep their first-screening values (review_depth says which). Which listings count as AI-training work was checked listing text by listing text: two AI coders worked independently, and a third review decided disagreements and close calls. A duration tied to one area of software work or to particular languages or tools counts as a professional minimum only when it is stated as professional or work experience.
Interpretation
These are selected listings, not a representative sample of the US jobs market or of unique vacancies. "Listings" counts what job-seekers see, including reposts; "unique listings" counts each identical description once (rows with counts_in_unique_basis = yes). Most listings were posted in July and August 2026, so the data don't support trends over time. The classification is AI-assisted. A GSC researcher checked about 1 in 5 of the AI classifications by hand and reviewed the edge cases those checks identified; this is a spot check, not a measured accuracy rate.
License and citation
The GSC contribution is licensed under CC BY 4.0 (see LICENSE.md). Suggested citation:
Global Software Companies (2026). US entry-labeled software listings: screening file. Version 2026-10-11c. https://doi.org/10.5281/zenodo.23917043. Documentation: https://www.globalsoftwarecompanies.com/research-data/#entry-level-screening-file. CC BY 4.0.
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