Forest and Conservation Technicians
Life, Physical, and Social Science Occupations- O*NET-SOC 代码
- 19-4071.00
Provide technical assistance regarding the conservation of soil, water, forests, or related natural resources. May compile data pertaining to size, content, condition, and other characteristics of forest tracts under the direction of foresters, or train and lead forest workers in forest propagation and fire prevention and suppression. May assist conservation scientists in managing, improving, and protecting rangelands and wildlife habitats.
- 数据来源: BLS发布时间: 2026-08
中等· 相对
低四级相对区间很高职业群单位数值
尺度 · 母数 · 来源
四级相对类别（低 / 中等 / 高 / 很高）
以BLS就业预测表中831个细分职业为基数。取值按 NEM（全国就业矩阵）代码给定，因此共用同一 NEM 代码的职业得到相同分档
- 数据来源: Anthropic发布时间: 2026-03
0.022
0.000此处所载数值的范围0.745尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.21
0.09此处所载数值的范围0.70职业群单位数值
尺度 · 母数 · 来源
生成式AI暴露度指数，按发布原值0–1
按 ISCO-08 细类（4 位）发布的数值。按原样应用美国劳工统计局（BLS）的官方对照表（ISCO-08→2010 SOC、2010 SOC→2018 SOC）关联到本职业，对应关系为全部或部分对应
该来源发布的是什么性质的数值
BLS的类别是相对排位而非绝对水平，也不是一手测量：它把多项已发表研究给出的职业百分位排名归并为四个等级。它不是就业或工资预测，不是采用概率，也不区分自动化与增强。
Task-level exposure
仅显示有暴露的工作已评分任务 21 项 · β ≥ 0.5 的任务 13 项（61.9%）
β = 直接暴露（E1）+ 0.5 × 借助工具时的暴露（E2），依据原始代码库的定义。
- 原始单位：O*NET 27.2 任务 → O*NET 31.0 职业代码
- 已评分任务中有 1 项不在 O*NET 31.0 任务列表中，其分数按 O*NET 27.2 的发布值保留。
- 来源
- OpenAI "GPTs are GPTs" exposure rubric
- 版本
- gh-main-0471612
- 许可
- MIT License, Copyright (c) 2024 OpenAI
以下为 O*NET-SOC 2010 职业 19-4093.00 Forest and Conservation Technicians 的工作任务，由本站依据 O*NET-SOC 2010→2019 官方对照表关联到此职业
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Develop and maintain computer databases.19-4093.00 | 0.092096.2 |
Provide information about, and enforce, regulations such as those concerning environmental protection, resource utilization, fire safety and accident prevention.19-4093.00 | 0.00363.8 |
| Not observed on any surface — 18 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities. | —0 |
Monitor activities of logging companies and contractors. | —0 |
Select and mark trees for thinning or logging, drawing detailed plans that include access roads. | —0 |
Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks. | —0 |
Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs. | —0 |
Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections. | —0 |
Patrol park or forest areas to protect resources and prevent damage. | —0 |
Keep records of the amount and condition of logs taken to mills. | —0 |
Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs. | —0 |
Issue fire permits, timber permits, and other forest use licenses. | —0 |
Measure distances, clean sightlines, and record data to help survey crews. | —0 |
Plan and supervise construction of access routes and forest roads. | —0 |
Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public. | —0 |
Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement. | —0 |
Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research. | —0 |
Inspect trees and collect samples of plants, seeds, foliage, bark and roots to locate insect and disease damage. | —0 |
Conduct laboratory or field experiments with plants, animals, insects, diseases and soils. | —0 |
Install gauges, stream flow recorders, and soil moisture measuring instruments, and collect and record data from them to assist with watershed analysis. | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Keep records of the amount and condition of logs taken to mills.O*NET Task ID 5571 | 1.0 |
Develop and maintain computer databases.O*NET Task ID 5574 | 1.0 |
Monitor activities of logging companies and contractors.O*NET Task ID 5564 | 0.5 |
Select and mark trees for thinning or logging, drawing detailed plans that include access roads.O*NET Task ID 5565 | 0.5 |
Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.O*NET Task ID 5567 | 0.5 |
Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.O*NET Task ID 5568 | 0.5 |
Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.O*NET Task ID 5570 | 0.5 |
Issue fire permits, timber permits, and other forest use licenses.O*NET Task ID 5573 | 0.5 |
Measure distances, clean sightlines, and record data to help survey crews.O*NET Task ID 5575 | 0.5 |
Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public.O*NET Task ID 5577 | 0.5 |
Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research.O*NET Task ID 5580 | 0.5 |
Install gauges, stream flow recorders, and soil moisture measuring instruments, and collect and record data from them to assist with watershed analysis.O*NET Task ID 5582 | 0.5 |
Map forest tract data using digital mapping systems.O*NET Task ID 21061 | 0.5 |
Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.O*NET Task ID 5563 | 0.0 |
Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.O*NET Task ID 5566 | 0.0 |
Patrol park or forest areas to protect resources and prevent damage.O*NET Task ID 5569 | 0.0 |
Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.O*NET Task ID 5572 | 0.0 |
Plan and supervise construction of access routes and forest roads.O*NET Task ID 5576 | 0.0 |
Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.O*NET Task ID 5578 | 0.0 |
Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils.O*NET Task ID 5579 | 0.0 |
Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage.O*NET Task ID 5581 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
O*NET 31.0 全部任务（20 项）
本职业在 O*NET 31.0 中的全部任务（英文原文；任务类型为核心或补充）。暴露值不列在此清单中，而在上方表格里，位于各来源所用 O*NET 版本的任务表述旁。
| 任务（O*NET 31.0） | 类型 |
|---|---|
| Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities. | 核心 |
| Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks. | 核心 |
| Patrol park or forest areas to protect resources and prevent damage. | 核心 |
| Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention. | 核心 |
| Map forest tract data using digital mapping systems. | 核心 |
| Monitor activities of logging companies and contractors. | 补充 |
| Select and mark trees for thinning or logging, drawing detailed plans that include access roads. | 补充 |
| Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs. | 补充 |
| Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections. | 补充 |
| Keep records of the amount and condition of logs taken to mills. | 补充 |
| Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs. | 补充 |
| Issue fire permits, timber permits, and other forest use licenses. | 补充 |
| Develop and maintain computer databases. | 补充 |
| Measure distances, clean sightlines, and record data to help survey crews. | 补充 |
| Plan and supervise construction of access routes and forest roads. | 补充 |
| Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public. | 补充 |
| Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement. | 补充 |
| Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils. | 补充 |
| Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research. | 补充 |
| Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage. | 补充 |
0.26/ 3· 机器人暴露指数
尺度 · 母数 · 来源
对每项体力任务，按已实际部署、销售或演示的机器人能够完成它的环境评定 0–3 级（0 不可 · 1 围栏式机器单元、灌装线等机器人专用设施 · 2 医院药房、集装箱港口等受管理的设施 · 3 私人住宅、建筑工地等非结构化环境），再按工作时间占比求平均
以该职业 O*NET 29.3 任务中的体力任务为准
等级与时间占比由 Anthropic 使用 Claude Opus 5（网络搜索）估算（截至 2026 年）。
机器人暴露指数与本站的 AI 暴露度是不同的指标，不能相加或相互比较。该指数不代表实际采用情况或成本竞争力，0 也包括没有体力任务的职业。
每项体力任务的等级
机器人环境等级（E0–E3）
E0 机器人不可详情
评定为已实际部署、销售或演示的机器人即使在机器人专用设施中也无法完成
E1 机器人专用设施详情
评定为可在围绕机器搭建的设施中完成，例如围栏式机器单元或灌装线
E2 受管理的设施详情
评定为可在由机构按工作标准维护的人类工作设施中完成，例如医院药房或集装箱港口
E3 非结构化环境详情
评定为可在没有机构按工作标准维护的环境中完成，例如私人住宅或建筑工地
仅列出被归类为体力任务的任务；其他任务在来源中没有等级。
| 任务（O*NET 29.3） | 机器人环境等级 |
|---|---|
| Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks. | E0 机器人不可 |
| Patrol park or forest areas to protect resources and prevent damage. | E2 受管理的设施 |
| Monitor activities of logging companies and contractors. | E0 机器人不可 |
| Select and mark trees for thinning or logging, drawing detailed plans that include access roads. | E0 机器人不可 |
| Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections. | E0 机器人不可 |
| Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs. | E0 机器人不可 |
| Measure distances, clean sightlines, and record data to help survey crews. | E0 机器人不可 |
| Plan and supervise construction of access routes and forest roads. | E0 机器人不可 |
| Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement. | E1 机器人专用设施 |
| Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils. | E2 受管理的设施 |
| Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research. | E0 机器人不可 |
| Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage. | E0 机器人不可 |
职业信息
就业展望（BLS）
- 就业人数，2025
- 33K
- 预计就业人数，2035
- 32K
- 变化 (2025–35)
- -2.1%
- 年薪中位数，2025
- $54,560
- 入职通常所需学历
- Associate's degree
韩国职业分类关联（KSCO）
来自 AI Changing Work 制作的 Korea Occupation Direct Crosswalk v1.1 当前版本的关联。关系值从 O*NET-SOC 职业一侧解读。
| KSCO 代码 | KSCO 名称 | 关系 | 状态 |
|---|---|---|---|
| 21322 | 임업 시험원 | 范围相同 | 已确认 |
关系与状态的定义(kr-direct v1.1)
国际劳工组织（ILO）职业说明
以下 ISCO-08 职业组由 AI Changing Work 原样套用美国劳工统计局（BLS）发布的对照表（2018 SOC→2010 SOC、2010 SOC→ISCO-08）、不逐案取舍，与本职业相关联；每项关联可能是完全对应，也可能是部分对应。
- ISCO-08 3143Forestry Technicians
林业技术员
自行翻译
自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。
Sources: ILO ISCO-08 — details: Credits
ESCO 职业词汇
以下每一项都是在已公开的ESCO-O*NET Crosswalk（第 1 版，2022 年）中与本职业逐项对应的。对应类型出自该对照表；表述出自 AI Changing Work。
- forestry technicianESCO 3143.1范围相同
Forestry technicians assist and support the forest manager and implement their decisions. They supervise a team of forestry equipment operators and support and supervise forestry and environmental protection through research and data collection. They also manage resource conservation and harvesting plans.
- conservation scientistESCO 2133.3有重叠，但不相同
Conservation scientists manage the quality of specific forests, parks and other natural resources. They protect the wildlife habitat, biodiversity, scenic value, and other unique attributes of preserves and conservation lands. Conservation scientists perform field work.
- forest rangerESCO 6210.1有重叠，但不相同
Forest rangers are responsible for the protection and conservation of natural resources, particularly in regards to forests and woodlands.
- forest workerESCO 9215.1有重叠，但不相同
Forest workers carry out a variety of jobs to care for and manage trees, woodland areas and forests. Their activities include include planting, trimming, thinning and felling trees and protecting them from pests, diseases and damage.
- foresterESCO 1311.1有重叠，但不相同
Foresters are responsible for monitoring the natural and economic viability of a woodland or forest and for activities related to its management and conservation.
- forestry inspectorESCO 3359.4有重叠，但不相同
Forestry inspectors monitor forestry operations to ensure that workers and their activities comply with proper legislation and standards. They perform inspections to examine operations, wages, costs and health and safety measures. Forestry inspectors also analyse and report on their findings.
- nature conservation officerESCO 2133.9有重叠，但不相同
Nature conservation officers manage and improve the local environment within all the sectors of a local community. They promote awareness of and understanding about the natural environment. This work can be very varied and involve projects related to species, habitats and communities. They educate people and raise overall awareness of environmental issues.
来源: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
许可: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
法国职业分类关联（ROME）
本职业与 ROME 4.0 职业条目（fiche）之间的关联，由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。标为「暂定」的关联仅凭同一模型系列（Claude）两位判定者的判定采纳，或对其判定适用运营方规则后采纳，因此其依据弱于已确认的关联。
| ROME 代码 | ROME 名称（法语） | 关系 |
|---|---|---|
| A1311 | Technicien forestier / Technicienne forestière | 范围相同暂定 |
| A1318 | Technicien / Technicienne de travaux de gestion de milieu naturel | 本职业范围更宽 |
| A1204 | Garde nature | 相关，但不对应暂定 |
| A1207 | Chef / Cheffe d'équipe de travaux de milieux naturels | 相关，但不对应暂定 |
| A1315 | Technicien / Technicienne naturaliste | 相关，但不对应暂定 |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
西班牙职业分类关联（CNO-11）
本职业与 CNO-11 职业之间的关联，由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。
| CNO-11 代码 | CNO-11 名称（西班牙语） | 关系 |
|---|---|---|
| 3143 | Técnicos forestales y del medio natural | 范围相同暂定 |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
德国职业分类关联（KldB）
本职业与 KldB 职业之间的关联，由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。
| KldB 代码 | KldB 名称（德语） | 关系 |
|---|---|---|
| 11713 | Berufe in der Forstwirtschaft - komplexe Spezialistentätigkeiten | 本职业范围更窄暂定 |
| 11723 | Berufe in der Natur- und Landschaftspflege - komplexe Spezialistentätigkeiten | 有重叠，但不相同暂定 |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
日本职业分类关联（JSCO）
本职业与 JSCO 职业之间的关联，由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。
| JSCO 代码 | JSCO 名称（日语） | 关系 |
|---|---|---|
| 061 | 農林水産技術者 | 本职业范围更窄 |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
本页数据的来源与许可，以及 AI Changing Work 的修改与翻译说明：致谢与来源