{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:MIXDBWGYK4KB4CKBAZQUXBM5IV","short_pith_number":"pith:MIXDBWGY","schema_version":"1.0","canonical_sha256":"622e30d8d857141e094106614b859d454edd9bf270bf91898f1207abcb8034f7","source":{"kind":"arxiv","id":"2506.04588","version":1},"attestation_state":"computed","paper":{"title":"Skill-Driven Certification Pathways: Measuring Industry Training Impact on Graduate Employability","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CY","authors_text":"Anatoli Kovalev, Marian-Andrei Rizoiu, Narelle Stefanac","submitted_at":"2025-06-05T03:09:05Z","abstract_excerpt":"Australia faces a critical technology skills shortage, requiring approximately $52,000$ new technology professionals annually by 2030, while confronting a widening gap between employer requirements and graduate capabilities. With only $1\\%$ of technology graduates considered immediately work-ready, traditional educational pathways alone prove insufficient to meet industry demands. This research examines how industry certifications, such as Microsoft's AI-900 (Azure AI Fundamentals), can bridge this critical skills gap. We propose a novel, data-driven methodology that quantitatively measures sk"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2506.04588","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CY","submitted_at":"2025-06-05T03:09:05Z","cross_cats_sorted":[],"title_canon_sha256":"815710ab46deef3ee91df74a828c6cb20152d5c1d1884f4107655594c435aadc","abstract_canon_sha256":"c9adef73911ee422512d740ee9393dcda2b5684a337f0b4c5b283c9b437e89b3"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:16:17.263102Z","signature_b64":"Mp/6VRAWD+s/TPGMiw9Zx9NaoEJY0o71qfuYb5AWJb+U9nYS2ALLWzIP1tJXkjMS29HFe0P2crO/Q/APSHpKAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"622e30d8d857141e094106614b859d454edd9bf270bf91898f1207abcb8034f7","last_reissued_at":"2026-07-05T11:16:17.262627Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:16:17.262627Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Skill-Driven Certification Pathways: Measuring Industry Training Impact on Graduate Employability","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CY","authors_text":"Anatoli Kovalev, Marian-Andrei Rizoiu, Narelle Stefanac","submitted_at":"2025-06-05T03:09:05Z","abstract_excerpt":"Australia faces a critical technology skills shortage, requiring approximately $52,000$ new technology professionals annually by 2030, while confronting a widening gap between employer requirements and graduate capabilities. With only $1\\%$ of technology graduates considered immediately work-ready, traditional educational pathways alone prove insufficient to meet industry demands. This research examines how industry certifications, such as Microsoft's AI-900 (Azure AI Fundamentals), can bridge this critical skills gap. We propose a novel, data-driven methodology that quantitatively measures sk"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.04588","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2506.04588/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2506.04588","created_at":"2026-07-05T11:16:17.262685+00:00"},{"alias_kind":"arxiv_version","alias_value":"2506.04588v1","created_at":"2026-07-05T11:16:17.262685+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.04588","created_at":"2026-07-05T11:16:17.262685+00:00"},{"alias_kind":"pith_short_12","alias_value":"MIXDBWGYK4KB","created_at":"2026-07-05T11:16:17.262685+00:00"},{"alias_kind":"pith_short_16","alias_value":"MIXDBWGYK4KB4CKB","created_at":"2026-07-05T11:16:17.262685+00:00"},{"alias_kind":"pith_short_8","alias_value":"MIXDBWGY","created_at":"2026-07-05T11:16:17.262685+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/MIXDBWGYK4KB4CKBAZQUXBM5IV","json":"https://pith.science/pith/MIXDBWGYK4KB4CKBAZQUXBM5IV.json","graph_json":"https://pith.science/api/pith-number/MIXDBWGYK4KB4CKBAZQUXBM5IV/graph.json","events_json":"https://pith.science/api/pith-number/MIXDBWGYK4KB4CKBAZQUXBM5IV/events.json","paper":"https://pith.science/paper/MIXDBWGY"},"agent_actions":{"view_html":"https://pith.science/pith/MIXDBWGYK4KB4CKBAZQUXBM5IV","download_json":"https://pith.science/pith/MIXDBWGYK4KB4CKBAZQUXBM5IV.json","view_paper":"https://pith.science/paper/MIXDBWGY","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2506.04588&json=true","fetch_graph":"https://pith.science/api/pith-number/MIXDBWGYK4KB4CKBAZQUXBM5IV/graph.json","fetch_events":"https://pith.science/api/pith-number/MIXDBWGYK4KB4CKBAZQUXBM5IV/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/MIXDBWGYK4KB4CKBAZQUXBM5IV/action/timestamp_anchor","attest_storage":"https://pith.science/pith/MIXDBWGYK4KB4CKBAZQUXBM5IV/action/storage_attestation","attest_author":"https://pith.science/pith/MIXDBWGYK4KB4CKBAZQUXBM5IV/action/author_attestation","sign_citation":"https://pith.science/pith/MIXDBWGYK4KB4CKBAZQUXBM5IV/action/citation_signature","submit_replication":"https://pith.science/pith/MIXDBWGYK4KB4CKBAZQUXBM5IV/action/replication_record"}},"created_at":"2026-07-05T11:16:17.262685+00:00","updated_at":"2026-07-05T11:16:17.262685+00:00"}