| Around 20 job postings mentioning python are expected the week of Jul 13–19, 2026 (likely range: 19–22, 80% confidence) — up from 16 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 20.43 | 21 | 97% | correct |
| Around 15 job postings mentioning ai literacy are expected the week of Jul 13–19, 2026 (likely range: 13–18, 80% confidence) — up from 12 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 15.18 | 14 | 92% | correct |
| Around 34 job postings mentioning cloud architecture are expected the week of Jul 13–19, 2026 (likely range: 25–42, 80% confidence) — up from 30 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 33.79 | 36 | 94% | correct |
| Around 12 job postings mentioning agile delivery are expected the week of Jul 13–19, 2026 (likely range: 9–15, 80% confidence) — up from 10 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 11.71 | 11 | 94% | correct |
| Around 22 job postings mentioning automation are expected the week of Jul 13–19, 2026 (likely range: 17–27, 80% confidence) — up from 18 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 22.07 | 18 | 82% | missed |
| Around 22 job postings mentioning aws are expected the week of Jul 13–19, 2026 (likely range: 14–30, 80% confidence) — up from 20 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 22.04 | 23 | 96% | correct |
| Around 16 job postings mentioning jira are expected the week of Jul 13–19, 2026 (likely range: 12–21, 80% confidence) — up from 14 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 16.46 | 17 | 97% | correct |
| Around 18 job postings mentioning machine learning are expected the week of Jul 13–19, 2026 (likely range: 12–23, 80% confidence) — up from 13 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 17.79 | 19 | 94% | correct |
| Around 17 job postings mentioning stakeholder management are expected the week of Jul 13–19, 2026 (likely range: 11–22, 80% confidence) — up from 11 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 16.86 | 20 | 84% | correct |
| Around 18 job postings mentioning risk management are expected the week of Jul 13–19, 2026 (likely range: 13–22, 80% confidence) — up from 12 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 17.71 | 16 | 90% | correct |
| Around 15 job postings for ml engineer roles are expected the week of Jul 13–19, 2026 (likely range: 13–18, 80% confidence) — up from 12 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 15.18 | 14 | 92% | correct |
| Around 12 job postings mentioning anthropic api are expected the week of Jul 13–19, 2026 (likely range: 8–15, 80% confidence) — up from 10 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 11.54 | 10 | 87% | missed |
| Around 9 job postings mentioning coaching are expected the week of Jul 13–19, 2026 (likely range: 6–13, 80% confidence) — up from 8 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 9.43 | 9 | 95% | correct |
| Around 8 job postings mentioning security are expected the week of Jul 13–19, 2026 (likely range: 2–14, 80% confidence) — up from 7 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 7.96 | 8 | 100% | correct |
| Around 10 job postings for scrum master roles are expected the week of Jul 13–19, 2026 (likely range: 7–13, 80% confidence) — up from 7 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 9.75 | 11 | 89% | correct |
| Around 10 job postings for program manager roles are expected the week of Jul 13–19, 2026 (likely range: 8–13, 80% confidence) — up from 8 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 10.18 | 12 | 85% | correct |
| Around 8 job postings mentioning financial acumen are expected the week of Jul 13–19, 2026 (likely range: 4–11, 80% confidence) — up from 6 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 7.71 | 12 | 64% | correct |
| Around 5 job postings mentioning data analysis are expected the week of Jul 13–19, 2026 (likely range: 0–9, 80% confidence) — up from 3 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 4.75 | 5 | 95% | correct |
| Around 11 job postings mentioning langchain are expected the week of Jul 13–19, 2026 (likely range: 9–13, 80% confidence) — up from 7 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 11.04 | 7 | 63% | missed |
| Around 7 job postings mentioning azure are expected the week of Jul 13–19, 2026 (likely range: 6–9, 80% confidence) — up from 6 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 7.46 | 10 | 75% | correct |
| Around 8 job postings for platform engineer roles are expected the week of Jul 13–19, 2026 (likely range: 2–14, 80% confidence) — up from 7 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 7.96 | 8 | 100% | correct |
| Around 9 job postings mentioning program management are expected the week of Jul 13–19, 2026 (likely range: 6–13, 80% confidence) — up from 7 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 9.39 | 8 | 85% | correct |
| Around 3 job postings mentioning docker are expected the week of Jul 13–19, 2026 (likely range: 0–8, 80% confidence) — roughly flat from 3 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 3.29 | 7 | 47% | missed |
| Around 2 job postings mentioning databricks are expected the week of Jul 13–19, 2026 (likely range: 0–5, 80% confidence) — up from 1 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 1.75 | 4 | 44% | correct |
| Around 2 job postings for agile coach roles are expected the week of Jul 13–19, 2026 (likely range: 0–5, 80% confidence) — down from 3 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 1.96 | 0 | 0% | correct |
| Around 2 job postings mentioning change management are expected the week of Jul 13–19, 2026 (likely range: 0–4, 80% confidence) — down from 3 the week of Jun 15–21, 2026. | Jul 13–19, 2026 | 2.18 | 0 | 0% | correct |