Screen-print illustration of the cliffs and gannet headland at Cape Kidnappers, Hastings District — Illustration generated with AI.

Hawke's Bay (Te Matau-a-Māui). Council area

Claude training in Hastings District

Hastings District stretches from Hastings and Flaxmere through Havelock North to rural and coastal communities. Horticulture, food processing and viticulture connect sites across that area, so a Claude brief needs to mark the source location of each claim.^2,20,17,18

Enquire Read the local brief

Fewer of Hastings District’s workers are desk-based than across New Zealand.

58.9% in Hastings District, 63.6% across New Zealand: about 25,900 people.

Hastings District

New Zealand

Role type	Hastings District	NZ
Desk-based	58.9%	63.6%
People-facing	9.2%	9.0%
Hands-on	31.9%	27.4%

Desk-based: managers, professionals, clerical and sales workers, roles where AI assistance is most applicable. Broad proxy, not measured adoption or a forecast. Stats NZ, 2023 Census; ILO, 2025.

Residents: 86,0002023 Census
Business locations: 11,370Feb 2025, +11.6% since 2020
Employees (jobs here): 49,010at local businesses, Feb 2025
Self-employed or employers: 15.6%of employed residents, NZ 16.2%
Towns with a page: 41,000+ residents

What AI means for work in Hastings District

5 findings from Stats NZ data for Hastings District, and what each means for Claude training.

How Hastings District works: desk-based, hands-on and people-facing roles

58.9% of employed residents in Hastings District work in desk-based roles, against 63.6% across New Zealand. The difference is mostly labourers: 13.0% of employed residents here, against 9.0% nationally. So a whole-of-staff rollout is the wrong shape here. Start with the people who carry the paperwork (office, admin, management and the professionals) and put Claude to work on the documents they already write: procedures, reports, applications and correspondence.

Employed residents by occupation group, Hastings District and New Zealand, 2023 Census
Occupation group	Hastings District	NZ
Managers	18.0%	18.3%
Professionals	24.2%	26.8%
Technicians and trades workers	12.5%	12.5%
Community and personal service workers	9.2%	9.0%
Clerical and administrative workers	9.9%	10.8%
Sales workers	6.8%	7.8%
Machinery operators and drivers	6.5%	5.9%
Labourers	13.0%	9.0%

Desk-based roles: managers, professionals, clerical and administrative workers, and sales workers (ANZSCO major groups). These are roles where AI assistance is most applicable. This broad proxy is not measured adoption or a forecast of job change. People-facing: community and personal service workers (care, hospitality service, sport, police and similar). Hands-on: technicians and trades, machinery operators and drivers, labourers.

Source: Stats NZ, 2023 Census, usually resident employed people; ILO, Generative AI and jobs: a refined global index of occupational exposure (2025).

Farming, forestry, fishing is 3.3 times as common in Hastings District as across New Zealand

49,166 paid jobs at business locations in Hastings District in February 2025. The largest employer is farming, forestry, fishing, with 16.0% of jobs (New Zealand: 4.8%).

Share of paid jobs by industry, Hastings District and New Zealand, February 2025
Industry	Hastings District	NZ	×
Farming, forestry, fishing	16.0%	4.8%	3.3×
Health and social care	14.3%	12.0%	1.2×
Manufacturing	12.7%	9.4%	1.3×
Admin and support services	7.8%	4.6%	1.7×
Retail	7.1%	9.3%	0.8×
Construction	7.0%	8.2%	0.9×
Education	7.0%	8.5%	0.8×
Wholesale	5.8%	5.0%	1.1×

Share of paid employees at business locations in the area, by ANZSIC06 industry division. × is the local share divided by the national share.

Source: Stats NZ, Business Demography Statistics, February 2020 and 2025.

Hastings District added 1,179 business locations from 2020 to 2025, faster than New Zealand

Business locations went from 10,191 to 11,370 (+11.6%; New Zealand +9.6%). Employees went from 45,800 to 49,010 (+7.0%; New Zealand +5.0%). The biggest gain in jobs was in health and social care (+1,531), the biggest fall in farming, forestry, fishing (−1,383).

Business locations: 10,19111,370 in 2025, from 2020; +11.6% NZ +9.6%
Employees (jobs here): 45,80049,010 in 2025, from 2020; +7.0% NZ +5.0%

Change in employees by industry in Hastings District, February 2020 to February 2025
Industry	2020	2025	Change
Health and social care	5,502	7,033	+1,531
Wholesale	1,599	2,826	+1,227
Education	2,986	3,415	+429
Farming, forestry, fishing	9,236	7,853	−1,383
Transport and warehousing	1,229	1,113	−116
Media and telecoms	167	124	−43

Geographic units (business locations) and paid employees, February of each year. Small counts are randomly rounded by Stats NZ, so small changes can be noise.

Source: Stats NZ, Business Demography Statistics, February 2020 and 2025.

15.6% of Hastings District’s workers run their own business

Employers and the self-employed make up 15.6% of employed residents (New Zealand 16.2%). Most people here work for someone else, so training works best when it is organised through the employer, with shared Projects and a usage guideline.

15.6%

self-employed or employers

New Zealand 16.2%

Employed residents whose status in employment is employer, or self-employed without employees.

Source: Stats NZ, 2023 Census, usually resident employed people.

Remote work in Hastings District is close to the national rate

Both on-site and remote sessions work. Most teams start with a half-day on-site.

15.9%

Mainly worked from home, census day 2023

New Zealand 17.7%

89.7%

Households with internet access

New Zealand 90.5%

Main means of travel to work on census day, and access to the internet in occupied private dwellings.

Source: Stats NZ, 2023 Census, usually resident employed people.

Towns in Hastings District

Each town has its own page and brief. Largest first.

Towns in Hastings District
Town	Residents	Desk-based	Business locations	Since 2020
Hastings	47,700	52.7%	4,143	+8.7%
Havelock North	15,000	72.0%	2,271	+22.3%
Clive	1,990	57.5%	180	+22.4%
Haumoana	1,150	62.6%	99	+17.9%
New Zealand	4,993,923	63.6%	654,435	+9.6%

Where Claude helps first in Hastings District

Council and regional evidence document fruit handling, processing and wine work at district scale. Claude can compare the associated instructions without flattening the different sites into one account.^2,20,17,18

Horticulture and fruit handling

Compare a permitted orchard procedure with a sample packing handover and annotate unresolved grade or timing questions.^2,20

Food processing

Review a sample processing instruction beside a quality checklist and identify claims needing technical sign-off.^2,18,20

A Hastings District Claude exercise could compare documents from a rural site and a processing zone while keeping their evidence separate.^2,20,17,18

Public Claude workshops in Hawke's Bay

Nothing is scheduled in Hawke's Bay yet. We plan public Claude days where enough people ask for one, so register below and we will email you when one is set. Private team sessions can be booked any time.

Tell me when there is a workshop in Hawke's Bay

We will email you when a public workshop is scheduled nearby. No other mailing.

Elsewhere in Hawke's Bay

Hastings District from Peak by Citikiwi at English Wikipedia, Public domain.

Claude training in Hastings District: questions

Which horticulture and fruit handling documents could a Hastings District team compare in Claude?

Bring a permitted horticulture and fruit handling source and an exception record from Hastings District; a specialist can decide which claims survive comparison.^2,20

How could a Hastings District team review long wine-export requirements?

The Council identifies viticulture in Hastings District, and the regional wine association lists local producers. A compliance lead can use Claude.ai Projects to keep approved market requirements and wine-export PDFs together, then ask Claude to compare clauses and identify questions for review. The lead checks every extracted requirement in its original source before taking action.^2,17,18,20

How could a Hastings District team build an interactive tasting guide draft?

Hawke's Bay Wine lists the regional producers that visitors may encounter around Havelock North and Hastings District. A winery educator can use Claude Artifacts to prototype an interactive guide that links approved tasting notes with questions for a visitor host. The winery reviews the text, vintage details and claims before displaying it publicly.^2,17

Train your team in Hastings District

You tell us about the teamSize, where you are, the documents people work with, and what you would like to change.
We suggest a course and formatBy email, with a few questions about the tasks and documents you want to train on.
People practise on real workOn-site or remote. Everyone leaves with Claude set up for tasks they do every week.

In person
Remote
Half-day workshop
Full-day workshop
Team rollout

Independent training by TheColab. Not affiliated with Anthropic.

Enquire

Tell us about your team in Hastings District. We reply by email with a suggested course and format.

Sources

Local research checked 29 September 2026. Population and business figures come from Stats NZ.

2. Doing business, Hastings District Council (accessed 2026-09-29)
17. Our Wineries, Hawke's Bay Wine (accessed 2026-09-29)
18. Team Member, Meat Processing, Takapau Site, Silver Fern Farms (accessed 2026-09-29)
20. Understanding opportunities and challenges for the Hawke's Bay economy, Hawke's Bay Regional Economic Development Agency; prepared by MartinJenkins (accessed 2026-09-29)