计算机系统分析师
计算机与数学AI暴露度
- 数据来源: BLS发布时间: 2026-08
很高· 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
0.276
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
0.49
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
ISCO-08职业小类单位 — 共用同一代码的职业取值相同
本站计算，并非国际劳工组织发布的数值。在本站与 ILO 数据集相连的 1,012 个职业中，达到或高于此值的占 21%。
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| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Troubleshoot program and system malfunctions to restore normal functioning.15-1211 | 0.930049.2 | 1.050077.2 |
Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.15-1211 | 0.710037.6 | 0.06004.4 |
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.15-1211 | 0.06003.2 | 0.04002.9 |
Expand or modify system to serve new purposes or improve work flow.15-1211 | 0.05002.6 | 0.09006.6 |
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.15-1211 | 0.04002.1 | 0.03002.2 |
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.15-1211 | 0.03001.6 | 0.04002.9 |
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.15-1211 | 0.03001.6 | 0.01000.7 |
Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.15-1211 | 0.03001.6 | 0.00000.0 |
Assess the usefulness of pre-developed application packages and adapt them to a user environment.15-1211 | 0.01000.5 | 0.01000.7 |
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.15-1211 | 0.00000.0 | 0.01000.7 |
Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.15-1211 | 0.00000.0 | 0.00000.0 |
Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.15-1211 | 0.00000.0 | 0.00000.0 |
Analyze and interpret patient, nursing, or information systems data to improve nursing services.15-1211 | 0.00000.0 | 0.00000.0 |
Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.15-1211 | 0.00000.0 | —0 |
Train staff and users to work with computer systems and programs.15-1211 | 0.00000.0 | —0 |
Recommend new equipment or software packages.15-1211 | 0.00000.0 | —0 |
Design, develop, select, test, implement, and evaluate new or modified informatics solutions, data structures, and decision-support mechanisms to support patients, health care professionals, and their information management and human-computer and human-technology interactions within health care contexts.15-1211 | 0.00000.0 | —0 |
Use informatics science to design or implement health information technology applications for resolution of clinical or health care administrative problems.15-1211 | 0.00000.0 | —0 |
| Not observed on any surface — 19 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. | ||
Consult with management to ensure agreement on system principles. | —0 | —0 |
Determine computer software or hardware needed to set up or alter systems. | —0 | —0 |
Specify inputs accessed by the system and plan the distribution and use of the results. | —0 | —0 |
Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed. | —0 | —0 |
Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects. | —0 | —0 |
Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation. | —0 | —0 |
Disseminate information about nursing informatics science and practice to the profession, other health care professions, nursing students, and the public. | —0 | —0 |
Translate nursing practice information between nurses and systems engineers, analysts, or designers, using object-oriented models or other techniques. | —0 | —0 |
Develop, implement, or evaluate health information technology applications, tools, processes, or structures to assist nurses with data management. | —0 | —0 |
Analyze computer and information technologies to determine applicability to nursing practice, education, administration, and research. | —0 | —0 |
Apply knowledge of computer science, information science, nursing, and informatics theory to nursing practice, education, administration, or research, in collaboration with other health informatics specialists. | —0 | —0 |
Develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information. | —0 | —0 |
Design, conduct, or provide support to nursing informatics research. | —0 | —0 |
Develop or deliver training programs for health information technology, creating operating manuals as needed. | —0 | —0 |
Develop strategies, policies or procedures for introducing, evaluating, or modifying information technology applied to nursing practice, administration, education, or research. | —0 | —0 |
Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in informatics. | —0 | —0 |
Provide consultation to nurses regarding hardware or software configuration. | —0 | —0 |
Inform local, state, national, and international health policies related to information management and communication, confidentiality and security, patient safety, infrastructure development, and economics. | —0 | —0 |
Plan, install, repair, or troubleshoot telehealth technology applications or systems in homes. | —0 | —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 | βE1 + 0.5 × E2 |
|---|---|
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.O*NET Task ID 3465 | 1.0 |
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.O*NET Task ID 3466 | 1.0 |
Expand or modify system to serve new purposes or improve work flow.O*NET Task ID 3470 | 1.0 |
Determine computer software or hardware needed to set up or alter system.O*NET Task ID 3472 | 1.0 |
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.O*NET Task ID 3474 | 1.0 |
Assess the usefulness of pre-developed application packages and adapt them to a user environment.O*NET Task ID 3475 | 1.0 |
Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.O*NET Task ID 3476 | 1.0 |
Develop, document, and revise system design procedures, test procedures, and quality standards.O*NET Task ID 3477 | 1.0 |
Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.O*NET Task ID 3478 | 1.0 |
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.O*NET Task ID 3480 | 1.0 |
Consult with management to ensure agreement on system principles.O*NET Task ID 3469 | 0.0 |
Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed.O*NET Task ID 3471 | 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