| job postings count for skill 'cloud architecture' is forecast at 48 in Aug 17–23, 2026, within 42-54 at 80% confidence (up from 43 in Jul 20–26, 2026). | Aug 17–23, 2026 | 48.31 | 144 | 34% | correct |
| job postings count for technology 'python' is forecast at 72 in Aug 17–23, 2026, within 24-119 at 80% confidence (down from 122 in Jul 20–26, 2026). | Aug 17–23, 2026 | 71.65 | 2,077 | 3% | missed |
| job postings count for skill 'automation' is forecast at 56 in Aug 17–23, 2026, within 25-87 at 80% confidence (down from 86 in Jul 20–26, 2026). | Aug 17–23, 2026 | 55.94 | 485 | 12% | missed |
| job postings count for skill 'ai literacy' is forecast at 70 in Aug 17–23, 2026, within 19-122 at 80% confidence (down from 125 in Jul 20–26, 2026). | Aug 17–23, 2026 | 70.12 | 4,326 | 2% | missed |
| job postings count for skill 'agile delivery' is forecast at 62 in Aug 17–23, 2026, within 8-115 at 80% confidence (down from 123 in Jul 20–26, 2026). | Aug 17–23, 2026 | 61.72 | 183 | 34% | missed |
| job postings count for technology 'aws' is forecast at 31 in Aug 17–23, 2026, within 26-37 at 80% confidence (up from 22 in Jul 20–26, 2026). | Aug 17–23, 2026 | 31.25 | 46 | 68% | correct |
| job postings count for skill 'machine learning' is forecast at 29 in Aug 17–23, 2026, within 24-34 at 80% confidence (up from 28 in Jul 20–26, 2026). | Aug 17–23, 2026 | 29.3 | 69 | 42% | correct |
| job postings count for technology 'jira' is forecast at 28 in Aug 17–23, 2026, within 17-39 at 80% confidence (down from 38 in Jul 20–26, 2026). | Aug 17–23, 2026 | 28.14 | 40 | 70% | missed |
| job postings count for skill 'stakeholder management' is forecast at 23 in Aug 17–23, 2026, within 19-28 at 80% confidence (up from 21 in Jul 20–26, 2026). | Aug 17–23, 2026 | 23.22 | 7 | 30% | missed |
| job postings count for skill 'risk management' is forecast at 20 in Aug 17–23, 2026, within 17-23 at 80% confidence (up from 16 in Jul 20–26, 2026). | Aug 17–23, 2026 | 19.78 | 3 | 15% | missed |
| job postings count for role 'ml engineer' is forecast at 23 in Aug 17–23, 2026, within 20-26 at 80% confidence (up from 20 in Jul 20–26, 2026). | Aug 17–23, 2026 | 23.01 | 8 | 35% | correct |
| job postings count for technology 'typescript' is forecast at 50 in Aug 17–23, 2026, within 0-103 at 80% confidence (down from 111 in Jul 20–26, 2026). | Aug 17–23, 2026 | 49.81 | 1,433 | 3% | missed |
| job postings count for technology 'anthropic api' is forecast at 24 in Aug 17–23, 2026, within 15-34 at 80% confidence (down from 32 in Jul 20–26, 2026). | Aug 17–23, 2026 | 24.4 | 474 | 5% | missed |
| job postings count for skill 'coaching' is forecast at 10 in Aug 17–23, 2026, within 8-13 at 80% confidence (down from 12 in Jul 20–26, 2026). | Aug 17–23, 2026 | 10.44 | 20 | 52% | missed |
| job postings count for role 'program manager' is forecast at 14 in Aug 17–23, 2026, within 12-16 at 80% confidence (up from 10 in Jul 20–26, 2026). | Aug 17–23, 2026 | 13.91 | 27 | 52% | correct |
| job postings count for role 'scrum master' is forecast at 12 in Aug 17–23, 2026, within 10-14 at 80% confidence (up from 10 in Jul 20–26, 2026). | Aug 17–23, 2026 | 11.6 | 20 | 58% | missed |
| job postings count for skill 'security' is forecast at 16 in Aug 17–23, 2026, within 8-23 at 80% confidence (down from 22 in Jul 20–26, 2026). | Aug 17–23, 2026 | 15.52 | 285 | 5% | missed |
| job postings count for skill 'financial acumen' is forecast at 14 in Aug 17–23, 2026, within 11-17 at 80% confidence (up from 12 in Jul 20–26, 2026). | Aug 17–23, 2026 | 14.26 | 52 | 27% | correct |
| job postings count for technology 'azure' is forecast at 12 in Aug 17–23, 2026, within 10-15 at 80% confidence (down from 13 in Jul 20–26, 2026). | Aug 17–23, 2026 | 12.18 | 43 | 28% | missed |
| job postings count for technology 'langchain' is forecast at 14 in Aug 17–23, 2026, within 9-19 at 80% confidence (down from 16 in Jul 20–26, 2026). | Aug 17–23, 2026 | 13.79 | 151 | 9% | missed |
| job postings count for skill 'data analysis' is forecast at 14 in Aug 17–23, 2026, within 5-23 at 80% confidence (down from 24 in Jul 20–26, 2026). | Aug 17–23, 2026 | 13.89 | 143 | 10% | missed |
| job postings count for role 'platform engineer' is forecast at 11 in Aug 17–23, 2026, within 7-14 at 80% confidence (flat from 11 in Jul 20–26, 2026). | Aug 17–23, 2026 | 10.59 | 21 | 50% | missed |
| job postings count for skill 'program management' is forecast at 12 in Aug 17–23, 2026, within 10-14 at 80% confidence (up from 9 in Jul 20–26, 2026). | Aug 17–23, 2026 | 11.75 | 7 | 60% | correct |
| job postings count for technology 'docker' is forecast at 13 in Aug 17–23, 2026, within 7-19 at 80% confidence (down from 17 in Jul 20–26, 2026). | Aug 17–23, 2026 | 12.96 | 229 | 6% | missed |
| job postings count for role 'data scientist' is forecast at 7 in Aug 17–23, 2026, within 4-9 at 80% confidence (down from 8 in Jul 20–26, 2026). | Aug 17–23, 2026 | 6.71 | 0 | 0% | correct |
| Around 3 job postings for software engineer roles are expected the week of Aug 17–23, 2026 (likely range: 0–10, 80% coverage) — down from 64 the week of Jul 20–26, 2026. | Aug 17–23, 2026 | 2.54 | 771 | 0% | missed |
| Around 1 job postings mentioning react are expected the week of Aug 17–23, 2026 (likely range: 0–6, 80% coverage) — down from 36 the week of Jul 20–26, 2026. | Aug 17–23, 2026 | 1.44 | 401 | 0% | missed |
| Around 0 job postings mentioning postgresql are expected the week of Aug 17–23, 2026 (likely range: 0–1, 80% coverage) — down from 6 the week of Jul 20–26, 2026. | Aug 17–23, 2026 | 0.28 | 191 | 0% | missed |
| Around 0 job postings mentioning process improvement are expected the week of Aug 17–23, 2026 (likely range: 0–0, 80% coverage) — down from 1 the week of Jul 20–26, 2026. | Aug 17–23, 2026 | 0.04 | 1 | 4% | missed |
| Around 1 job postings for project manager roles are expected the week of Aug 17–23, 2026 (likely range: 0–3, 80% coverage) — down from 11 the week of Jul 20–26, 2026. | Aug 17–23, 2026 | 1 | 24 | 4% | missed |
| Around 0 job postings mentioning product ownership are expected the week of Aug 17–23, 2026 (likely range: 0–2, 80% coverage) — down from 8 the week of Jul 20–26, 2026. | Aug 17–23, 2026 | 0.46 | 12 | 4% | missed |
| Around 0 job postings mentioning change management are expected the week of Aug 17–23, 2026 (likely range: 0–0, 80% coverage) — down from 1 the week of Jul 20–26, 2026. | Aug 17–23, 2026 | 0.04 | 0 | 96% | correct |
| Around 0 job postings for agile coach roles are expected the week of Aug 17–23, 2026 (likely range: 0–0, 80% coverage) — roughly flat from 0 the week of Jul 20–26, 2026. | Aug 17–23, 2026 | 0.07 | 4 | 2% | missed |
| Around 1 job postings for product manager roles are expected the week of Aug 17–23, 2026 (likely range: 0–3, 80% coverage) — down from 8 the week of Jul 20–26, 2026. | Aug 17–23, 2026 | 1.06 | 7 | 15% | correct |