{ "title": "The UK Careers Fair booking snapshot", "snapshot_utc": "2026-11-03T21:35:16.060251Z", "producer": "The UK Careers Fair", "source_note": "Organiser administrative records, reconciled against the current public events calendar. Counts are not representative labour-market statistics.", "definitions": { "organisation_event_commitment": "One distinct normalised organisation label + current catalogued city/date after applying stand changes. An issued invoice is an accepted booking under the published terms, not proof of payment. Physical stand quantities cannot be recovered reliably from event arrays.", "organisation_label": "Normalised organisation label: case/punctuation/&/Ltd/Limited/PLC folded. Not a Companies House legal-entity or ultimate-parent count.", "accepted_invoice": "Published exhibitor terms say receipt of an invoice denotes acceptance of the booking. An issued invoice is therefore included unless canceled; acceptance is not proof of settlement.", "cancellations": "Every stand change applied in chronological order; cancellations remain effective after later contact changes. Swaps move the record to its new date. Unplaced swaps and canceled invoices excluded.", "duplicates": "Original contact-event and normalised organisation-current-event duplicates collapsed. Organisation labels are not an independently audited count of legal entities or corporate groups.", "live_listing": "Jobs-board status live with no expiration date or an expiration later than the snapshot; counts adverts, not positions, hires or all employer vacancies.", "regional_counts": "Unique organisation counts can overlap across regions. ONS regional labels are mapped only for context, never to infer representativeness." }, "year2027": { "earliest_event_date": "2027-02-24", "latest_event_date": "2027-11-12", "organisation_event_commitments": 145, "normalised_organisation_labels": 81, "cities": 50, "distinct_event_dates": 53, "distinct_events": 72, "organisations_with_multiple_events": 19, "organisation_event_commitments_from_multiple_event_organisations": 83, "organisations_in_multiple_cities": 14 }, "spring2027": { "period": "1 January to 30 June 2027", "earliest_event_date": "2027-02-24", "latest_event_date": "2027-06-30", "organisation_event_commitments": 107, "normalised_organisation_labels": 72, "cities": 45, "distinct_event_dates": 32, "distinct_events": 47, "organisations_with_multiple_events": 13, "organisation_event_commitments_from_multiple_event_organisations": 48, "organisations_in_multiple_cities": 13 }, "observed2026": { "scope": "Current catalogued event cohort 2 July to 6 November 2026; not the whole-year recruitment market or a comparable prior-year snapshot", "earliest_event_date": "2026-07-02", "latest_event_date": "2026-11-06", "organisation_event_commitments": 951, "normalised_organisation_labels": 591, "cities": 47, "distinct_event_dates": 32, "distinct_events": 48, "organisations_with_multiple_events": 102, "organisation_event_commitments_from_multiple_event_organisations": 462, "organisations_in_multiple_cities": 99 }, "programme2027": { "planned_event_dates": 110, "planned_cities": 63, "planned_calendar_dates": 69, "by_region": [ { "region": "East Midlands", "ons_region": "East Midlands", "planned_event_dates": 9, "planned_cities": 5, "booked_event_dates": 6, "organisation_event_commitments": 12, "normalised_organisation_labels": 9 }, { "region": "East of England", "ons_region": "East of England", "planned_event_dates": 9, "planned_cities": 5, "booked_event_dates": 7, "organisation_event_commitments": 9, "normalised_organisation_labels": 8 }, { "region": "Greater London", "ons_region": "London", "planned_event_dates": 5, "planned_cities": 5, "booked_event_dates": 2, "organisation_event_commitments": 3, "normalised_organisation_labels": 3 }, { "region": "North East", "ons_region": "North East", "planned_event_dates": 8, "planned_cities": 4, "booked_event_dates": 6, "organisation_event_commitments": 8, "normalised_organisation_labels": 7 }, { "region": "North West", "ons_region": "North West", "planned_event_dates": 14, "planned_cities": 8, "booked_event_dates": 8, "organisation_event_commitments": 18, "normalised_organisation_labels": 15 }, { "region": "Northern Ireland", "ons_region": "Northern Ireland", "planned_event_dates": 2, "planned_cities": 1, "booked_event_dates": 0, "organisation_event_commitments": 0, "normalised_organisation_labels": 0 }, { "region": "Scotland", "ons_region": "Scotland", "planned_event_dates": 11, "planned_cities": 6, "booked_event_dates": 7, "organisation_event_commitments": 18, "normalised_organisation_labels": 12 }, { "region": "South East", "ons_region": "South East", "planned_event_dates": 11, "planned_cities": 7, "booked_event_dates": 9, "organisation_event_commitments": 24, "normalised_organisation_labels": 11 }, { "region": "South West", "ons_region": "South West", "planned_event_dates": 12, "planned_cities": 7, "booked_event_dates": 9, "organisation_event_commitments": 22, "normalised_organisation_labels": 14 }, { "region": "Wales", "ons_region": "Wales", "planned_event_dates": 6, "planned_cities": 3, "booked_event_dates": 3, "organisation_event_commitments": 7, "normalised_organisation_labels": 5 }, { "region": "West Midlands", "ons_region": "West Midlands", "planned_event_dates": 10, "planned_cities": 5, "booked_event_dates": 6, "organisation_event_commitments": 8, "normalised_organisation_labels": 4 }, { "region": "Yorkshire", "ons_region": "Yorkshire and The Humber", "planned_event_dates": 13, "planned_cities": 7, "booked_event_dates": 9, "organisation_event_commitments": 16, "normalised_organisation_labels": 10 } ], "spring_by_region": [ { "region": "East Midlands", "ons_region": "East Midlands", "planned_event_dates": 5, "planned_cities": 5, "booked_event_dates": 4, "organisation_event_commitments": 8, "normalised_organisation_labels": 7 }, { "region": "East of England", "ons_region": "East of England", "planned_event_dates": 5, "planned_cities": 5, "booked_event_dates": 5, "organisation_event_commitments": 7, "normalised_organisation_labels": 7 }, { "region": "Greater London", "ons_region": "London", "planned_event_dates": 0, "planned_cities": 0, "booked_event_dates": 0, "organisation_event_commitments": 0, "normalised_organisation_labels": 0 }, { "region": "North East", "ons_region": "North East", "planned_event_dates": 4, "planned_cities": 4, "booked_event_dates": 4, "organisation_event_commitments": 6, "normalised_organisation_labels": 6 }, { "region": "North West", "ons_region": "North West", "planned_event_dates": 9, "planned_cities": 8, "booked_event_dates": 7, "organisation_event_commitments": 17, "normalised_organisation_labels": 15 }, { "region": "Northern Ireland", "ons_region": "Northern Ireland", "planned_event_dates": 1, "planned_cities": 1, "booked_event_dates": 0, "organisation_event_commitments": 0, "normalised_organisation_labels": 0 }, { "region": "Scotland", "ons_region": "Scotland", "planned_event_dates": 5, "planned_cities": 5, "booked_event_dates": 5, "organisation_event_commitments": 15, "normalised_organisation_labels": 11 }, { "region": "South East", "ons_region": "South East", "planned_event_dates": 7, "planned_cities": 6, "booked_event_dates": 6, "organisation_event_commitments": 17, "normalised_organisation_labels": 11 }, { "region": "South West", "ons_region": "South West", "planned_event_dates": 5, "planned_cities": 5, "booked_event_dates": 4, "organisation_event_commitments": 13, "normalised_organisation_labels": 11 }, { "region": "Wales", "ons_region": "Wales", "planned_event_dates": 3, "planned_cities": 3, "booked_event_dates": 2, "organisation_event_commitments": 6, "normalised_organisation_labels": 5 }, { "region": "West Midlands", "ons_region": "West Midlands", "planned_event_dates": 5, "planned_cities": 5, "booked_event_dates": 5, "organisation_event_commitments": 7, "normalised_organisation_labels": 4 }, { "region": "Yorkshire", "ons_region": "Yorkshire and The Humber", "planned_event_dates": 7, "planned_cities": 6, "booked_event_dates": 5, "organisation_event_commitments": 11, "normalised_organisation_labels": 9 } ], "note": "Scheduled events from the current events catalogue are opportunity-to-book denominators, not evidence of final event size or regional labour demand." }, "year2027_by_event": [ { "slug": "northampton-careers-fair-2", "url": "https://www.ukcareersfair.com/event/northampton-careers-fair-2", "city": "Northampton", "region": "East Midlands", "date": "2027-02-24", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "reading-careers-fair-2", "url": "https://www.ukcareersfair.com/event/reading-careers-fair-2", "city": "Reading", "region": "South East", "date": "2027-02-24", "organisation_event_commitments": 3, "normalised_organisation_labels": 3 }, { "slug": "newport-careers-fair-2", "url": "https://www.ukcareersfair.com/event/newport-careers-fair-2", "city": "Newport", "region": "Wales", "date": "2027-02-25", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "wolverhampton-careers-fair-2", "url": "https://www.ukcareersfair.com/event/wolverhampton-careers-fair-2", "city": "Wolverhampton", "region": "West Midlands", "date": "2027-02-25", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "swindon-careers-fair-2", "url": "https://www.ukcareersfair.com/event/swindon-careers-fair-2", "city": "Swindon", "region": "South West", "date": "2027-02-26", "organisation_event_commitments": 6, "normalised_organisation_labels": 6 }, { "slug": "bedford-careers-fair-2", "url": "https://www.ukcareersfair.com/event/bedford-careers-fair-2", "city": "Bedford", "region": "East of England", "date": "2027-03-03", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "plymouth-careers-fair-2", "url": "https://www.ukcareersfair.com/event/plymouth-careers-fair-2", "city": "Plymouth", "region": "South West", "date": "2027-03-03", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "exeter-careers-fair-2", "url": "https://www.ukcareersfair.com/event/exeter-careers-fair-2", "city": "Exeter", "region": "South West", "date": "2027-03-04", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "leicester-careers-fair-2", "url": "https://www.ukcareersfair.com/event/leicester-careers-fair-2", "city": "Leicester", "region": "East Midlands", "date": "2027-03-04", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "ipswich-careers-fair-2", "url": "https://www.ukcareersfair.com/event/ipswich-careers-fair-2", "city": "Ipswich", "region": "East of England", "date": "2027-03-05", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "sheffield-careers-fair-2", "url": "https://www.ukcareersfair.com/event/sheffield-careers-fair-2", "city": "Sheffield", "region": "Yorkshire", "date": "2027-03-05", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "stoke-careers-fair", "url": "https://www.ukcareersfair.com/event/stoke-careers-fair", "city": "Stoke", "region": "West Midlands", "date": "2027-03-10", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "sunderland-careers-fair-2", "url": "https://www.ukcareersfair.com/event/sunderland-careers-fair-2", "city": "Sunderland", "region": "North East", "date": "2027-03-10", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "leeds-careers-fair-3", "url": "https://www.ukcareersfair.com/event/leeds-careers-fair-3", "city": "Leeds", "region": "Yorkshire", "date": "2027-03-11", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "middlesbrough-careers-fair-2", "url": "https://www.ukcareersfair.com/event/middlesbrough-careers-fair-2", "city": "Middlesbrough", "region": "North East", "date": "2027-03-11", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "coventry-careers-fair-2", "url": "https://www.ukcareersfair.com/event/coventry-careers-fair-2", "city": "Coventry", "region": "West Midlands", "date": "2027-03-12", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "derby-careers-fair-2", "url": "https://www.ukcareersfair.com/event/derby-careers-fair-2", "city": "Derby", "region": "East Midlands", "date": "2027-03-12", "organisation_event_commitments": 3, "normalised_organisation_labels": 3 }, { "slug": "guildford-careers-fair-2", "url": "https://www.ukcareersfair.com/event/guildford-careers-fair-2", "city": "Guildford", "region": "South East", "date": "2027-03-12", "organisation_event_commitments": 4, "normalised_organisation_labels": 4 }, { "slug": "southend-careers-fair-2", "url": "https://www.ukcareersfair.com/event/southend-careers-fair-2", "city": "Southend", "region": "East of England", "date": "2027-03-17", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "york-careers-fair-2", "url": "https://www.ukcareersfair.com/event/york-careers-fair-2", "city": "York", "region": "Yorkshire", "date": "2027-03-17", "organisation_event_commitments": 3, "normalised_organisation_labels": 3 }, { "slug": "colchester-careers-fair-2", "url": "https://www.ukcareersfair.com/event/colchester-careers-fair-2", "city": "Colchester", "region": "East of England", "date": "2027-03-18", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "bristol-careers-fair-2", "url": "https://www.ukcareersfair.com/event/bristol-careers-fair-2", "city": "Bristol", "region": "South West", "date": "2027-03-19", "organisation_event_commitments": 4, "normalised_organisation_labels": 4 }, { "slug": "manchester-careers-fair-2", "url": "https://www.ukcareersfair.com/event/manchester-careers-fair-2", "city": "Manchester", "region": "North West", "date": "2027-03-19", "organisation_event_commitments": 8, "normalised_organisation_labels": 8 }, { "slug": "aberdeen-careers-fair-2", "url": "https://www.ukcareersfair.com/event/aberdeen-careers-fair-2", "city": "Aberdeen", "region": "Scotland", "date": "2027-03-24", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "perth-careers-fair", "url": "https://www.ukcareersfair.com/event/perth-careers-fair", "city": "Perth", "region": "Scotland", "date": "2027-03-25", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "dundee-careers-fair", "url": "https://www.ukcareersfair.com/event/dundee-careers-fair", "city": "Dundee", "region": "Scotland", "date": "2027-03-26", "organisation_event_commitments": 3, "normalised_organisation_labels": 3 }, { "slug": "carlisle-careers-fair-2", "url": "https://www.ukcareersfair.com/event/carlisle-careers-fair-2", "city": "Carlisle", "region": "North West", "date": "2027-04-14", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "durham-careers-fair-2", "url": "https://www.ukcareersfair.com/event/durham-careers-fair-2", "city": "Durham", "region": "North East", "date": "2027-04-15", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "warwick-careers-fair", "url": "https://www.ukcareersfair.com/event/warwick-careers-fair", "city": "Warwick", "region": "West Midlands", "date": "2027-04-15", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "newcastle-careers-fair-2", "url": "https://www.ukcareersfair.com/event/newcastle-careers-fair-2", "city": "Newcastle", "region": "North East", "date": "2027-04-16", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "nottingham-careers-fair-2", "url": "https://www.ukcareersfair.com/event/nottingham-careers-fair-2", "city": "Nottingham", "region": "East Midlands", "date": "2027-04-16", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "cardiff-careers-fair-2", "url": "https://www.ukcareersfair.com/event/cardiff-careers-fair-2", "city": "Cardiff", "region": "Wales", "date": "2027-04-21", "organisation_event_commitments": 4, "normalised_organisation_labels": 4 }, { "slug": "warrington-careers-fair", "url": "https://www.ukcareersfair.com/event/warrington-careers-fair", "city": "Warrington", "region": "North West", "date": "2027-04-22", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "birmingham-careers-fair-2", "url": "https://www.ukcareersfair.com/event/birmingham-careers-fair-2", "city": "Birmingham", "region": "West Midlands", "date": "2027-04-23", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "liverpool-careers-fair-2", "url": "https://www.ukcareersfair.com/event/liverpool-careers-fair-2", "city": "Liverpool", "region": "North West", "date": "2027-04-28", "organisation_event_commitments": 3, "normalised_organisation_labels": 3 }, { "slug": "southampton-careers-fair-2", "url": "https://www.ukcareersfair.com/event/southampton-careers-fair-2", "city": "Southampton", "region": "South East", "date": "2027-04-28", "organisation_event_commitments": 5, "normalised_organisation_labels": 5 }, { "slug": "glasgow-careers-fair-2", "url": "https://www.ukcareersfair.com/event/glasgow-careers-fair-2", "city": "Glasgow", "region": "Scotland", "date": "2027-04-29", "organisation_event_commitments": 6, "normalised_organisation_labels": 6 }, { "slug": "harrogate-careers-fair", "url": "https://www.ukcareersfair.com/event/harrogate-careers-fair", "city": "Harrogate", "region": "Yorkshire", "date": "2027-04-29", "organisation_event_commitments": 3, "normalised_organisation_labels": 3 }, { "slug": "edinburgh-careers-fair-2", "url": "https://www.ukcareersfair.com/event/edinburgh-careers-fair-2", "city": "Edinburgh", "region": "Scotland", "date": "2027-04-30", "organisation_event_commitments": 4, "normalised_organisation_labels": 4 }, { "slug": "milton-keynes-careers-fair", "url": "https://www.ukcareersfair.com/event/milton-keynes-careers-fair", "city": "Milton Keynes", "region": "South East", "date": "2027-05-14", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "reading-careers-fair-3", "url": "https://www.ukcareersfair.com/event/reading-careers-fair-3", "city": "Reading", "region": "South East", "date": "2027-05-19", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "york-careers-fair-3", "url": "https://www.ukcareersfair.com/event/york-careers-fair-3", "city": "York", "region": "Yorkshire", "date": "2027-06-09", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "macclesfield-careers-fair", "url": "https://www.ukcareersfair.com/event/macclesfield-careers-fair", "city": "Macclesfield", "region": "North West", "date": "2027-06-16", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "gillingham-careers-fair", "url": "https://www.ukcareersfair.com/event/gillingham-careers-fair", "city": "Gillingham", "region": "South East", "date": "2027-06-17", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "chelmsford-careers-fair", "url": "https://www.ukcareersfair.com/event/chelmsford-careers-fair", "city": "Chelmsford", "region": "East of England", "date": "2027-06-18", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "chester-careers-fair", "url": "https://www.ukcareersfair.com/event/chester-careers-fair", "city": "Chester", "region": "North West", "date": "2027-06-23", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "preston-careers-fair-3", "url": "https://www.ukcareersfair.com/event/preston-careers-fair-3", "city": "Preston", "region": "North West", "date": "2027-06-30", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "exeter-careers-fair-3", "url": "https://www.ukcareersfair.com/event/exeter-careers-fair-3", "city": "Exeter", "region": "South West", "date": "2027-07-07", "organisation_event_commitments": 1, "normalised_organisation_labels": 1 }, { "slug": "doncaster-careers-fair", "url": "https://www.ukcareersfair.com/event/doncaster-careers-fair", "city": "Doncaster", "region": "Yorkshire", "date": "2027-07-08", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "northampton-careers-fair-3", "url": "https://www.ukcareersfair.com/event/northampton-careers-fair-3", "city": "Northampton", "region": "East Midlands", "date": "2027-09-01", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "truro-careers-fair-2", "url": "https://www.ukcareersfair.com/event/truro-careers-fair-2", "city": "Truro", "region": "South West", "date": "2027-09-02", "organisation_event_commitments": 2, "normalised_organisation_labels": 2 }, { "slug": "southampton-careers-fair-3", "url": "https://www.ukcareersfair.com/event/southampton-careers-fair-3", "city": "Southampton", "region": "South East", "date": "2027-09-03", "organisation_event_commitments": 3, "normalised_organisation_labels": 3 }, { "slug": "carlisle-careers-fair-3", "url": "https://www.ukcareersfair.com/event/carlisle-careers-fair-3", "city": "Carlisle", "region": "North West", "date": "2027-09-08", 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"organisation_event_commitments": 1, "normalised_organisation_labels": 1, "cities": 1, "distinct_event_dates": 1, "distinct_events": 1, "organisations_with_multiple_events": 0, "organisation_event_commitments_from_multiple_event_organisations": 0, "organisations_in_multiple_cities": 0 }, { "group": "York", "earliest_event_date": "2027-03-17", "latest_event_date": "2027-10-13", "organisation_event_commitments": 5, "normalised_organisation_labels": 3, "cities": 1, "distinct_event_dates": 3, "distinct_events": 3, "organisations_with_multiple_events": 1, "organisation_event_commitments_from_multiple_event_organisations": 3, "organisations_in_multiple_cities": 0 } ], "year2027_by_month": [ { "group": "2027-02", "earliest_event_date": "2027-02-24", "latest_event_date": "2027-02-26", "organisation_event_commitments": 14, "normalised_organisation_labels": 11, "cities": 5, "distinct_event_dates": 3, "distinct_events": 5, "organisations_with_multiple_events": 2, "organisation_event_commitments_from_multiple_event_organisations": 5, "organisations_in_multiple_cities": 2 }, { "group": "2027-03", "earliest_event_date": "2027-03-03", "latest_event_date": "2027-03-26", "organisation_event_commitments": 48, "normalised_organisation_labels": 42, "cities": 21, "distinct_event_dates": 12, "distinct_events": 21, "organisations_with_multiple_events": 6, "organisation_event_commitments_from_multiple_event_organisations": 12, "organisations_in_multiple_cities": 6 }, { "group": "2027-04", "earliest_event_date": "2027-04-14", "latest_event_date": "2027-04-30", "organisation_event_commitments": 33, "normalised_organisation_labels": 26, "cities": 13, "distinct_event_dates": 9, "distinct_events": 13, "organisations_with_multiple_events": 4, "organisation_event_commitments_from_multiple_event_organisations": 11, "organisations_in_multiple_cities": 4 }, { "group": "2027-05", "earliest_event_date": "2027-05-14", "latest_event_date": "2027-05-19", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "cities": 2, "distinct_event_dates": 2, "distinct_events": 2, "organisations_with_multiple_events": 0, "organisation_event_commitments_from_multiple_event_organisations": 0, "organisations_in_multiple_cities": 0 }, { "group": "2027-06", "earliest_event_date": "2027-06-09", "latest_event_date": "2027-06-30", "organisation_event_commitments": 9, "normalised_organisation_labels": 9, "cities": 6, "distinct_event_dates": 6, "distinct_events": 6, "organisations_with_multiple_events": 0, "organisation_event_commitments_from_multiple_event_organisations": 0, "organisations_in_multiple_cities": 0 }, { "group": "2027-07", "earliest_event_date": "2027-07-07", "latest_event_date": "2027-07-08", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "cities": 2, "distinct_event_dates": 2, "distinct_events": 2, "organisations_with_multiple_events": 0, "organisation_event_commitments_from_multiple_event_organisations": 0, "organisations_in_multiple_cities": 0 }, { "group": "2027-09", "earliest_event_date": "2027-09-01", "latest_event_date": "2027-09-30", "organisation_event_commitments": 19, "normalised_organisation_labels": 13, "cities": 12, "distinct_event_dates": 10, "distinct_events": 12, "organisations_with_multiple_events": 4, "organisation_event_commitments_from_multiple_event_organisations": 10, "organisations_in_multiple_cities": 4 }, { "group": "2027-10", "earliest_event_date": "2027-10-01", "latest_event_date": "2027-10-29", "organisation_event_commitments": 12, "normalised_organisation_labels": 4, "cities": 9, "distinct_event_dates": 7, "distinct_events": 9, "organisations_with_multiple_events": 3, "organisation_event_commitments_from_multiple_event_organisations": 11, "organisations_in_multiple_cities": 3 }, { "group": "2027-11", "earliest_event_date": "2027-11-04", "latest_event_date": "2027-11-12", "organisation_event_commitments": 4, "normalised_organisation_labels": 3, "cities": 2, "distinct_event_dates": 2, "distinct_events": 2, "organisations_with_multiple_events": 1, "organisation_event_commitments_from_multiple_event_organisations": 2, "organisations_in_multiple_cities": 1 } ], "year2027_by_calendar_date": [ { "date": "2027-02-24", "organisation_event_commitments": 5, "normalised_organisation_labels": 4, "events": 2 }, { "date": "2027-02-25", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "events": 2 }, { "date": "2027-02-26", "organisation_event_commitments": 6, "normalised_organisation_labels": 6, "events": 1 }, { "date": "2027-03-03", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "events": 2 }, { "date": "2027-03-04", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "events": 2 }, { "date": "2027-03-05", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "events": 2 }, { "date": "2027-03-10", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "events": 2 }, { "date": "2027-03-11", "organisation_event_commitments": 4, "normalised_organisation_labels": 4, "events": 2 }, { "date": "2027-03-12", "organisation_event_commitments": 9, "normalised_organisation_labels": 9, "events": 3 }, { "date": "2027-03-17", "organisation_event_commitments": 5, "normalised_organisation_labels": 5, "events": 2 }, { "date": "2027-03-18", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-03-19", "organisation_event_commitments": 12, "normalised_organisation_labels": 12, "events": 2 }, { "date": "2027-03-24", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-03-25", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-03-26", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "events": 1 }, { "date": "2027-04-14", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-04-15", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 2 }, { "date": "2027-04-16", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 2 }, { "date": "2027-04-21", "organisation_event_commitments": 4, "normalised_organisation_labels": 4, "events": 1 }, { "date": "2027-04-22", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-04-23", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-04-28", "organisation_event_commitments": 8, "normalised_organisation_labels": 8, "events": 2 }, { "date": "2027-04-29", "organisation_event_commitments": 9, "normalised_organisation_labels": 9, "events": 2 }, { "date": "2027-04-30", "organisation_event_commitments": 4, "normalised_organisation_labels": 4, "events": 1 }, { "date": "2027-05-14", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-05-19", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-06-09", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-06-16", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-06-17", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-06-18", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-06-23", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-06-30", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-07-07", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-07-08", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-09-01", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-09-02", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-09-03", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "events": 1 }, { "date": "2027-09-08", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-09-09", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-09-10", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 2 }, { "date": "2027-09-16", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-09-17", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "events": 1 }, { "date": "2027-09-23", "organisation_event_commitments": 3, "normalised_organisation_labels": 3, "events": 2 }, { "date": "2027-09-30", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-10-01", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 2 }, { "date": "2027-10-13", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-10-14", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-10-15", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-10-22", "organisation_event_commitments": 3, "normalised_organisation_labels": 2, "events": 2 }, { "date": "2027-10-28", "organisation_event_commitments": 1, "normalised_organisation_labels": 1, "events": 1 }, { "date": "2027-10-29", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-11-04", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 }, { "date": "2027-11-12", "organisation_event_commitments": 2, "normalised_organisation_labels": 2, "events": 1 } ], "year2027_event_frequency": [ { "events_booked": 1, "organisation_labels": 62 }, { "events_booked": 2, "organisation_labels": 10 }, { "events_booked": 3, "organisation_labels": 3 }, { "events_booked": 5, "organisation_labels": 3 }, { "events_booked": 8, "organisation_labels": 1 }, { "events_booked": 9, "organisation_labels": 1 }, { "events_booked": 22, "organisation_labels": 1 } ], "london": { "date": "2026-11-06", "day": "Friday", "venue": "Hornsey Town Hall", "address": "The Broadway, Crouch End, London, N8 9JJ", "hours": "10am–2pm", "event_url": "https://www.ukcareersfair.com/event/london-careers-fair", "accepted_organisation_labels": 37, "raw_event_entries": 38, "deduplicated_organisation_event_commitments": 37, "unique_original_contact_event_keys": 36, "identity_note": "Count 37 normalised organisation labels. One original booking contact is associated with more than one label; the count is not a legal-entity audit. Do not describe the count as 37 employers with vacancies.", "matched_organisations_with_live_job_type_ads": 3, "live_job_type_ads": 5, "organisations_with_any_live_listing": 4, "explicitly_volunteer_titled_ads": 1, "live_job_scope_note": "One advert is volunteer-labelled; other job adverts include Cambridge and Oxfordshire. Do not describe five London paid vacancies. The board is not a census of exhibitor hiring.", "publicly_verified_participation_examples": [ { "name": "Metropolitan Police", "url": "https://www.ukcareersfair.com/jobs/company/metropolitan-police", "evidence": "Public profile explicitly displays London Careers Fair, Friday 6 November 2026, Hornsey Town Hall." }, { "name": "Deaf Progress", "url": "https://www.ukcareersfair.com/jobs/company/deaf-progress", "evidence": "Public profile and individual role pages explicitly display this London fair." }, { "name": "Reeta Vickers Recruitment Ltd", "url": "https://www.ukcareersfair.com/jobs/company/reeta-vickers-recruitment-ltd", "evidence": "Public profile explicitly displays this London fair; a job advert and coaching courses are distinct listing types." } ], "public_listing_examples": [ { "title": "Communications Support Workers (Freelance)", "organisation": "Deaf Progress", "url": "https://www.ukcareersfair.com/jobs/listing/communications-support-workers-freelance-london" }, { "title": "Human Resources (HR)", "organisation": "Deaf Progress", "url": "https://www.ukcareersfair.com/jobs/listing/human-resources-hr-london" }, { "title": "IAG Volunteer (Information, Advice & Guidance) – Drop-In Service", "organisation": "Deaf Progress", "url": "https://www.ukcareersfair.com/jobs/listing/iag-volunteer-information-advice-and-guidance-drop-in-service-london", "note": "Volunteer-labelled. Pay display and title are inconsistent, so no conclusion about unpaid status." } ] }, "methodology_url_suggestion": "/editorial/data/2027-bookings-november-2026/", "limitations": [ "This is an organiser booking snapshot, not an estimate of the UK hiring market, hires or advertised vacancies at all participating organisations.", "Normalised names may retain aliases or departments and may combine trading names. Use organisation labels if asserting the exact organisation total.", "Multiple bookings/contact rows for the same organisation and fair are collapsed. Do not call the total physical stands or paid stands.", "Live jobs are verified on the UKCF jobs board only; they are not a full employer vacancy census.", "Current catalogued 2026 events are an observed administrative cohort, not the whole 2026 recruitment market or a like-for-like comparator for the incomplete 2027 booking window.", "Regional unique-organisation totals overlap where an organisation has booked several regions, and must not be added together.", "No reliable employer/service/training provider classification exists for the whole London roster. Refer to organisations or exhibitors; identify individual services only from public descriptions.", "No same-calendar-day prior-year historical booking snapshot has been established. Never present current 2026 versus 2027 totals as year-on-year growth, booking velocity or a forecast of final turnout.", "The public event page’s “Companies who’ve exhibited with us here” logos are historical and are not used as a current roster.", "Only public participation examples were named; no customer-contact details, invoice references or financial amounts are included.", "Optional sector data is too incomplete for a representative sector breakdown." ], "jobs_board_salary": { "periods": [ { "listings": 1, "listing_type": "apprenticeship", "salary_period": "hour", "positive_lower_count": 1 }, { "listings": 24, "listing_type": "apprenticeship", "salary_period": "year", "positive_lower_count": 14 }, { "listings": 2, "listing_type": "job", "salary_period": "day", "positive_lower_count": 2 }, { "listings": 341, "listing_type": "job", "salary_period": "hour", "positive_lower_count": 332 }, { "listings": 1, "listing_type": "job", "salary_period": "month", "positive_lower_count": 1 }, { "listings": 333, "listing_type": "job", "salary_period": "year", "positive_lower_count": 277 }, { "listings": 21, "listing_type": "job", "salary_period": null, "positive_lower_count": 0 } ], "pay_classes": [ { "listings": 1, "pay_class": "hour", "listing_type": "apprenticeship" }, { "listings": 10, "pay_class": "no positive structured lower pay", "listing_type": "apprenticeship" }, { "listings": 14, "pay_class": "year", "listing_type": "apprenticeship" }, { "listings": 3, "pay_class": "commission", "listing_type": "job" }, { "listings": 331, "pay_class": "hour", "listing_type": "job" }, { "listings": 3, "pay_class": "invalid descending range", "listing_type": "job" }, { "listings": 63, "pay_class": "no positive structured lower pay", "listing_type": "job" }, { "listings": 3, "pay_class": "other or missing pay unit", "listing_type": "job" }, { "listings": 21, "pay_class": "voluntary or volunteer-labelled", "listing_type": "job" }, { "listings": 274, "pay_class": "year", "listing_type": "job" } ], "snapshot_utc": "2026-11-03T21:38:37.125262Z", "by_listing_type": [ { "listings": 25, "employers": 7, "listing_type": "apprenticeship", "stated_openings": 124, "multiple_opening_ads": 1, "with_numeric_gbp_display": 24, "with_positive_structured_lower_pay": 15 }, { "listings": 55, "employers": 9, "listing_type": "course", "stated_openings": 55, "multiple_opening_ads": 0, "with_numeric_gbp_display": 0, "with_positive_structured_lower_pay": 0 }, { "listings": 698, "employers": 170, "listing_type": "job", "stated_openings": 5764, "multiple_opening_ads": 194, "with_numeric_gbp_display": 631, "with_positive_structured_lower_pay": 612 }, { "listings": 9, "employers": 9, "listing_type": "opportunity", "stated_openings": 137, "multiple_opening_ads": 4, "with_numeric_gbp_display": 1, "with_positive_structured_lower_pay": 1 } ], "live_unexpired_total": 787, "missing_pay_displays": 49, "pay_structure_counts": [ { "listings": 2, "listing_type": "apprenticeship", "pay_structure": "salary" }, { "listings": 23, "listing_type": "apprenticeship", "pay_structure": null }, { "listings": 3, "listing_type": "job", "pay_structure": "commission" }, { "listings": 318, "listing_type": "job", "pay_structure": "salary" }, { "listings": 18, "listing_type": "job", "pay_structure": "voluntary" }, { "listings": 359, "listing_type": "job", "pay_structure": null } ], "structured_pay_cohorts": [ { "listings": 1, "pay_class": "hour", "ranged_ads": 1, "listing_type": "apprenticeship", "employment_type": "Full Time", "multiple_opening_ads": 0, "lowest_quoted_lower_bound": 13.5, "highest_quoted_upper_bound": 16.5 }, { "listings": 14, "pay_class": "year", "ranged_ads": 6, "listing_type": "apprenticeship", "employment_type": "Full Time", "multiple_opening_ads": 1, "lowest_quoted_lower_bound": 11778, "highest_quoted_upper_bound": 52000 }, { "listings": 6, "pay_class": "hour", "ranged_ads": 2, "listing_type": "job", "employment_type": "Contract", "multiple_opening_ads": 2, "lowest_quoted_lower_bound": 12.75, "highest_quoted_upper_bound": 31 }, { "listings": 182, "pay_class": "hour", "ranged_ads": 146, "listing_type": "job", "employment_type": "Full Time", "multiple_opening_ads": 106, "lowest_quoted_lower_bound": 12.21, "highest_quoted_upper_bound": 60 }, { "listings": 132, "pay_class": "hour", "ranged_ads": 21, "listing_type": "job", "employment_type": "Part Time", "multiple_opening_ads": 10, "lowest_quoted_lower_bound": 12.7, "highest_quoted_upper_bound": 35 }, { "listings": 11, "pay_class": "hour", "ranged_ads": 8, "listing_type": "job", "employment_type": "Temporary", "multiple_opening_ads": 6, "lowest_quoted_lower_bound": 12, "highest_quoted_upper_bound": 20 }, { "listings": 3, "pay_class": "year", "ranged_ads": 3, "listing_type": "job", "employment_type": "Contract", "multiple_opening_ads": 1, "lowest_quoted_lower_bound": 26000, "highest_quoted_upper_bound": 38525 }, { "listings": 251, "pay_class": "year", "ranged_ads": 178, "listing_type": "job", "employment_type": "Full Time", "multiple_opening_ads": 50, "lowest_quoted_lower_bound": 5000, "highest_quoted_upper_bound": 110000 }, { "listings": 20, "pay_class": "year", "ranged_ads": 17, "listing_type": "job", "employment_type": "Part Time", "multiple_opening_ads": 4, "lowest_quoted_lower_bound": 18, "highest_quoted_upper_bound": 200000 } ], "live_unexpired_employers": 189, "live_status_expired_by_date": 0, "numeric_display_without_structured_lower": 28, "definition": "Matches public board search: listing status live and expiration absent or later than snapshot, joined to employer. Advert count, not jobs filled, unique vacancies or representative wages. Structured pay cohorts exclude courses/opportunities, explicit commission/voluntary, volunteer-labelled titles, missing/zero lower bound, descending ranges and non-year/hour units.", "fields": { "salary_from": "Advertised lower bound, not earned wage", "salary_to": "Optional advertised upper bound", "salary_period": "Stored unit; year and hour kept separate", "salary_display": "Rendered display; may be unstructured or non-numeric", "pay_structure": "salary, commission, voluntary or null (legacy)", "employment_type": "Employer supplied type; not audited hours or FTE", "openings": "Employer stated positions per advert, not verified actual vacancies" }, "cautions": [ "Annual adverts and hourly adverts cannot be pooled without contracted-hours information.", "Even annual Full Time adverts are advertised bounds, not ASHE actual employee pay. No direct median or pay-gap inference is made.", "Multiple-opening ads each count once in advert measures. Stated openings are not weighted into pay disclosure rates.", "Unpriced legacy records remain in the denominator; current submission validation does not guarantee historical data completeness." ], "methodology_path": "/editorial/data/2027-bookings-november-2026/" } }