- O*NET-SOC コード
- 19-1032.00
Manage public and private forested lands for economic, recreational, and conservation purposes. May inventory the type, amount, and location of standing timber, appraise the timber's worth, negotiate the purchase, and draw up contracts for procurement. May determine how to conserve wildlife habitats, creek beds, water quality, and soil stability, and how best to comply with environmental regulations. May devise plans for planting and growing new trees, monitor trees for healthy growth, and determine optimal harvesting schedules.
- データ出典: BLS公表時点: 2026-08
中程度· 相対
低い4段階の相対区分非常に高い職業群単位の値
尺度・母数・出典
4段階の相対区分（低い / 中程度 / 高い / 非常に高い）
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
- データ出典: Anthropic公表時点: 2026-03
0.000
0.000ここに掲載された値の範囲0.745尺度・母数・出典
観測エクスポージャー指数、公開されたまま0–1
O*NETタスクへの対応づけが基準
SOC 2018の職業単位で公表された値で、同じSOC 2018コードを持つO*NET職業はすべてこの値になります
- データ出典: ILO公表時点: 2025
0.29
0.09ここに掲載された値の範囲0.70職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の細分類（4桁）単位で公表された値です。米国労働統計局（BLS）の公式対応表（ISCO-08→2010 SOC、2010 SOC→2018 SOC）を公表どおり適用してこの職業に結び付けており、対応は全部または一部です
この出典がどのような性格の値か
BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。
Task-level exposure
非表示の作業 6 件を表示評価済みタスク 25 件 · β ≥ 0.5 のタスク 19 件（76.0%）
β = 直接的な露出（E1）+ 0.5 × ツール利用時の露出（E2）。原典リポジトリの定義に従います。
- 原典の単位：O*NET 27.2 のタスク → O*NET 31.0 の職業コード
- 評価済みタスクはすべて O*NET 31.0 のタスク一覧にあります。
- 出典
- OpenAI "GPTs are GPTs" exposure rubric
- 版
- gh-main-0471612
- ライセンス
- MIT License, Copyright (c) 2024 OpenAI
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.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Monitor contract compliance and results of forestry activities to assure adherence to government regulations.O*NET Task ID 195 | 0.5 |
Establish short- and long-term plans for management of forest lands and forest resources.O*NET Task ID 196 | 0.5 |
Plan and supervise forestry projects, such as determining the type, number and placement of trees to be planted, managing tree nurseries, thinning forest and monitoring growth of new seedlings.O*NET Task ID 199 | 0.5 |
Negotiate terms and conditions of agreements and contracts for forest harvesting, forest management and leasing of forest lands.O*NET Task ID 200 | 0.5 |
Determine methods of cutting and removing timber with minimum waste and environmental damage.O*NET Task ID 202 | 0.5 |
Analyze effect of forest conditions on tree growth rates and tree species prevalence and the yield, duration, seed production, growth viability, and germination of different species.O*NET Task ID 203 | 0.5 |
Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use.O*NET Task ID 204 | 0.5 |
Plan and implement projects for conservation of wildlife habitats and soil and water quality.O*NET Task ID 205 | 0.5 |
Plan and direct forest surveys and related studies and prepare reports and recommendations.O*NET Task ID 206 | 0.5 |
Perform inspections of forests or forest nurseries.O*NET Task ID 207 | 0.5 |
Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth.O*NET Task ID 208 | 0.5 |
Plan cutting programs and manage timber sales from harvested areas, assisting companies to achieve production goals.O*NET Task ID 212 | 0.5 |
Monitor wildlife populations and assess the impacts of forest operations on population and habitats.O*NET Task ID 213 | 0.5 |
Plan and direct construction and maintenance of recreation facilities, fire towers, trails, roads and bridges, ensuring that they comply with guidelines and regulations set for forested public lands.O*NET Task ID 214 | 0.5 |
Contact local forest owners and gain permission to take inventory of the type, amount, and location of all standing timber on the property.O*NET Task ID 215 | 0.5 |
Provide advice and recommendations, as a consultant on forestry issues, to private woodlot owners, firefighters, government agencies or to companies.O*NET Task ID 216 | 0.5 |
Study different tree species' classification, life history, light and soil requirements, adaptation to new environmental conditions and resistance to disease and insects.O*NET Task ID 217 | 0.5 |
Develop new techniques for wood or residue use.O*NET Task ID 218 | 0.5 |
Develop techniques for measuring and identifying trees.O*NET Task ID 219 | 0.5 |
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®, Eloundou et al. (2023): see full notices on the Credits page
O*NET 31.0 のタスク全件（25件）
この職業の O*NET 31.0 のタスク全件（英語原文、種別はコア・補足）。露出値はこの一覧には載せず、上の表で各出典が用いた O*NET 版の文言の横にあります。
| タスク（O*NET 31.0） | 種類 |
|---|---|
| Monitor contract compliance and results of forestry activities to assure adherence to government regulations. | コア |
| Establish short- and long-term plans for management of forest lands and forest resources. | コア |
| Supervise activities of other forestry workers. | コア |
| Choose and prepare sites for new trees, using controlled burning, bulldozers, or herbicides to clear weeds, brush, and logging debris. | コア |
| Plan and supervise forestry projects, such as determining the type, number and placement of trees to be planted, managing tree nurseries, thinning forest and monitoring growth of new seedlings. | コア |
| Negotiate terms and conditions of agreements and contracts for forest harvesting, forest management and leasing of forest lands. | コア |
| Direct, and participate in, forest fire suppression. | コア |
| Determine methods of cutting and removing timber with minimum waste and environmental damage. | コア |
| Analyze effect of forest conditions on tree growth rates and tree species prevalence and the yield, duration, seed production, growth viability, and germination of different species. | コア |
| Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use. | コア |
| Plan and implement projects for conservation of wildlife habitats and soil and water quality. | コア |
| Plan and direct forest surveys and related studies and prepare reports and recommendations. | コア |
| Perform inspections of forests or forest nurseries. | コア |
| Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth. | コア |
| Conduct public educational programs on forest care and conservation. | コア |
| Procure timber from private landowners. | コア |
| Subcontract with loggers or pulpwood cutters for tree removal and to aid in road layout. | コア |
| Plan cutting programs and manage timber sales from harvested areas, assisting companies to achieve production goals. | コア |
| Monitor wildlife populations and assess the impacts of forest operations on population and habitats. | コア |
| Plan and direct construction and maintenance of recreation facilities, fire towers, trails, roads and bridges, ensuring that they comply with guidelines and regulations set for forested public lands. | コア |
| Contact local forest owners and gain permission to take inventory of the type, amount, and location of all standing timber on the property. | コア |
| Provide advice and recommendations, as a consultant on forestry issues, to private woodlot owners, firefighters, government agencies or to companies. | コア |
| Study different tree species' classification, life history, light and soil requirements, adaptation to new environmental conditions and resistance to disease and insects. | コア |
| Develop techniques for measuring and identifying trees. | コア |
| Develop new techniques for wood or residue use. | 補足 |
0.55/ 3· ロボット露出指数
尺度・母数・出典
身体的なタスクそれぞれに、実際に導入・販売・実演されたロボットがこなせる環境に応じて 0–3 の等級を付け（0 不可 · 1 フェンスで囲われた機械セルや瓶詰めラインのようなロボット専用設備 · 2 病院の薬剤部やコンテナ港のような管理された施設 · 3 一般家庭や建設現場のような非定型の環境）、勤務時間に占める割合で平均した値
この職業の O*NET 29.3 タスクのうち身体的なタスクが対象
等級と時間の割合は Anthropic が Claude Opus 5（ウェブ検索）で推定しました（2026年時点）。
ロボット露出指数は、このサイトの AI 露出度とは別の指標であり、足し合わせたり比べたりすることはできません。実際の導入やコスト競争力を示すものではなく、0 には身体的なタスクのない職業も含まれます。
身体的なタスクごとの等級
ロボット環境等級（E0–E3）
E0 ロボット不可詳細
実際に導入・販売・実演されたロボットでは、ロボット専用設備でもこなせないと評価
E1 ロボット専用設備詳細
フェンスで囲われた機械セルや瓶詰めラインのように、機械を中心に作られた設備でこなせると評価
E2 管理された施設詳細
病院の薬剤部やコンテナ港のように、機関が作業基準を保っている人の作業施設でこなせると評価
E3 非定型の環境詳細
一般家庭や建設現場のように、作業基準を保つ機関がない環境でこなせると評価
身体的なタスクに分類されたタスクのみを掲載しています。その他のタスクには出典で等級がないため載せていません。
| タスク（O*NET 29.3） | ロボット環境等級 |
|---|---|
| Monitor contract compliance and results of forestry activities to assure adherence to government regulations. | E0 ロボット不可 |
| Choose and prepare sites for new trees, using controlled burning, bulldozers, or herbicides to clear weeds, brush, and logging debris. | E0 ロボット不可 |
| Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use. | E3 非定型の環境 |
| Plan and implement projects for conservation of wildlife habitats and soil and water quality. | E0 ロボット不可 |
| Perform inspections of forests or forest nurseries. | E3 非定型の環境 |
| Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth. | E3 非定型の環境 |
| Direct, and participate in, forest fire suppression. | E0 ロボット不可 |
| Procure timber from private landowners. | E0 ロボット不可 |
| Monitor wildlife populations and assess the impacts of forest operations on population and habitats. | E0 ロボット不可 |
職業情報
雇用見通し（BLS）
- 雇用者数、2025
- 13K
- 雇用者数見通し、2035
- 14K
- 変化率 (2025–35)
- +2.2%
- 年間賃金の中央値、2025
- $76,400
- 入職時に通常必要な学歴
- Bachelor's degree
韓国職業分類との対応（KSCO）
AI Changing Work が作成した Korea Occupation Direct Crosswalk v1.1 現行版の対応です。関係の値は O*NET-SOC 職業の側から読みます。
| KSCO コード | KSCO 名称 | 関係 | 状態 |
|---|---|---|---|
| 21115 | 임학 연구원 | 重なるが同じではない | 確定 |
関係と状態の定義(kr-direct v1.1)
ILO（国際労働機関）の職業説明
以下のISCO-08職業群は、AI Changing Workが米国労働統計局（BLS）の発行するクロスウォーク（2018 SOC→2010 SOC、2010 SOC→ISCO-08）を個別の選択なしにそのまま適用して、この職業に結び付けたものです。結び付きは全体的な対応の場合も部分的な対応の場合もあります。
- ISCO-08 2132Farming, Forestry and Fisheries Advisers
農林水産業の指導員
出典: 総務省「国際標準職業分類（ISCO）2008年改定版（仮訳）分類項目名一覧（和英対照）」— 原著：ILO ISCO-08 © International Labour Organization（日本語訳は総務省がILOの許可を得て作成）
以下の定義・作業・職業例は、この職業ではなく、当該ISCO-08職業群についてのILOによる説明です。
Farming, forestry and fisheries advisers study and provide assistance and advice on farm, forestry and fisheries management, including cultivation, fertilization, harvesting, soil erosion and composition, disease prevention, nutrition, crop rotation and marketing. They develop techniques for increasing productivity, and study and develop plans and policies for land and fisheries management.
作業
- (a) collecting and analysing data and samples related to produce, feed, soil, water quality and other factors affecting farm, forest or fishery production;
- (b) advising on techniques for improving the production of crops, livestock and fish, and alternative production options;
- (c) advising on livestock and crop disease, control of pests and weeds, soil improvement, animal husbandry and feeding programmes;
- (d) studying the environmental factors affecting commercial crop production, pasture growth, animal breeding, fish stocks and the growth and health of forest trees;
- (e) studying the effects of cultivation techniques, soils, insects, diseases and fisheries practices on animal, crop, forestry and fisheries yield;
- (f) studying fish migration, growth, feeding and spawning and devising methods of collecting, fertilizing, incubating and hatching fish eggs;
- (g) researching into characteristics, use capability and productivity of soils and applying findings to development of improved agricultural, horticultural and forestry practices;
- (h) developing procedures and techniques for solving agricultural problems and improving the efficiency of production;
- (i) managing forest and fisheries resources to maximize their long-term commercial, recreational and environmental benefits;
- (j) studying the propagation and culture of forest trees, methods for improving the growth of stock, and the effects of thinning on forest yields;
- (k) investigating, planning and implementing management procedures to cope with the effects of fires, floods, droughts, soil erosion, pests and diseases;
- (l) preparing scientific reports and conducting advisory information sessions and lectures for farming, forestry and fishing communities and other groups.
職業例
Agronomist · Fisheries adviser · Forestry adviser · Forestry scientist · Horticultural scientist · Silviculturist · Soil scientist
Sources: ILO ISCO-08 — details: Credits
ESCO 職業語彙
以下の各項目は、公開されているESCO-O*NET Crosswalk（バージョン1、2022年）で、この職業と一つずつ対応付けられたものです。対応の種類はそのクロスウォークによるもので、表現はAI Changing Workによるものです。
- forest rangerESCO 6210.1この職業のほうが広い
Forest rangers are responsible for the protection and conservation of natural resources, particularly in regards to forests and woodlands.
- foresterESCO 1311.1この職業のほうが広い
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この職業のほうが広い
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.
- botanical technicianESCO 3141.2.4重なるが同じではない
Botanical technicians provide technical assistance in researching and testing different plant species to monitor their properties such as growth and structure. They collect and analyse data using laboratory equipment, compile reports and maintain laboratory stock. Botanical technicians also study plants to research their use in areas such as medicine, food and materials.
- conservation scientistESCO 2133.3重なるが同じではない
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 workerESCO 9215.1重なるが同じではない
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.
- forestry technicianESCO 3143.1重なるが同じではない
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.
- natural resources consultantESCO 2133.8重なるが同じではない
Natural resources consultant provide advice on the protection and management of natural resources, namely fauna, flora, soil and water to companies and governments which exploit these resources. They strive to guide companies on an appropriate policy for exploiting natural resources in industrial contexts, raise awareness on health issues, and ensure the conservation of ecosystems for sustainable interventions in natural habitats.
- nature conservation officerESCO 2133.9重なるが同じではない
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.
出典: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ライセンス: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
フランス職業分類との対応（ROME）
この職業と ROME 4.0 の職業票（fiche）との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。「暫定」と表示した対応は、同じモデル系列（Claude）の二人の判定者による判定のみ、またはその判定に運営者の規則を適用して採用したものであり、確定した対応より根拠が弱くなります。
| ROME コード | ROME 名称（フランス語） | 関係 |
|---|---|---|
| A1307 | Ingénieur forestier / Ingénieure forestière | この職業のほうが広い暫定 |
| A1311 | Technicien forestier / Technicienne forestière | 重なるが同じではない暫定 |
| A1205 | Sylviculteur / Sylvicultrice | 関連（対応ではない）暫定 |
| K2420 | Chercheur / Chercheuse du monde forestier | 関連（対応ではない）暫定 |
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)
スペイン職業分類との対応（CNO-11）
この職業と CNO-11 の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。
| CNO-11 コード | CNO-11 名称（スペイン語） | 関係 |
|---|---|---|
| 2423 | Ingenieros de montes | この職業のほうが広い暫定 |
| 2425 | Ingenieros técnicos forestales y del medio natural | この職業のほうが広い暫定 |
| 3143 | Técnicos forestales y del medio natural | 関連（対応ではない）暫定 |
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)
ドイツ職業分類との対応（KldB）
この職業と KldB の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。
| KldB コード | KldB 名称（ドイツ語） | 関係 |
|---|---|---|
| 11713 | Berufe in der Forstwirtschaft - komplexe Spezialistentätigkeiten | この職業のほうが広い |
| 11714 | Berufe in der Forstwirtschaft - hoch komplexe Tätigkeiten | この職業のほうが広い |
| 11794 | Führungskräfte - Forst- und Jagdwirtschaft, Landschaftspflege | 重なるが同じではない |
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)
日本職業分類との対応（JSCO）
この職業と JSCO の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。
| JSCO コード | JSCO 名称（日本語） | 関係 |
|---|---|---|
| 061 | 農林水産技術者 | この職業のほうが狭い |
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)
このページのデータの出典・ライセンスと AI Changing Work による改変・翻訳の告知：クレジットと出典