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SOC 49-9081
The name wind turbine technician corresponds to the O*NET Wind Turbine Technician sample name and belongs to the same 49-9081 turbine service statistic, so no separate distribution is invented. The wind turbine technician corresponds to O*NET49-9081.00, inspecting, diagnosing, adjusting, and repairing wind turbines and handling electrical, mechanical, and hydraulic system faults. The tasks include routine maintenance, planned testing, spare parts management, and operating data collection, and may involve heights, small nacelles, and harsh weather. Wind farm engineering design, development, and continuous operations management are separated separately; knowledge and training, the corresponding work certificates, and unit site authorization cannot be replaced by a job title or a paper exercise.
Model impact index for three equally weighted representative core tasks; not a measured share of working time or a job-loss probability. floor((50+0+25)/3+0.5)=25; fermatmind-ai-impact-v1; 2026-10-18.
Use the fictional tool handover records to check units and remaining quantities, list missing items and follow-up questions, and observe whether you are willing to check details repeatedly.Maintenance, engineering design, and operations management are separated separately; real electrical and height tasks require checking training, certificates, and site authorization, and interest is not a reason to climb a tower first.
A correct inventory calculation does not prove you can diagnose a turbine, do height rescue, or handle live electrical servicing.
Willing to keep learning equipment principles, investigate faults, and record maintenance processes, and able to separate symptoms, judgments, and unconfirmed items.Willing to learn electrical, mechanical, and hydraulic fundamentals, keep records per procedure, and confirm anomalies with the responsible person, without guessing unknowns to complete a delivery.
The name wind turbine technician corresponds to the O*NET Wind Turbine Technician sample name and belongs to the same 49-9081 turbine service statistic, so no separate distribution is invented. The wind turbine technician corresponds to O*NET49-9081.00, inspecting, diagnosing, adjusting, and repairing wind turbines and handling electrical, mechanical, and hydraulic system faults. The tasks include routine maintenance, planned testing, spare parts management, and operating data collection, and may involve heights, small nacelles, and harsh weather. Wind farm engineering design, development, and continuous operations management are separated separately; knowledge and training, the corresponding work certificates, and unit site authorization cannot be replaced by a job title or a paper exercise.
Career direction comparison
Within this occupation, separate diagnostic testing from maintenance and spare parts, and also compare geothermal and hydropower operations, wind farm operations, and development; neighboring jobs do not share one certificate.
| Occupational direction | Core work and output | Key differences | Which choice suits you better |
|---|---|---|---|
| Diagnostic testing direction | Check the fault and testing. | Testing follows training and authorization. | Willing to ask about the basis for symptoms. |
| Routine maintenance direction | Check the plan and spare parts. | Inventory is not restart approval. |
AI's impact on the occupation
Work order and inventory organizing can be explored with independent recalculation and unknowns kept; control and diagnostic software is not text AI adoption evidence. AI Impact Score 25% is an editorial estimate. Model impact index for three equally weighted representative core tasks; not a measured share of working time or a job-loss probability. floor((50+0+25)/3+0.5)=25; fermatmind-ai-impact-v1; 2026-10-18.The three tasks, ratings and sources are listed in the FermatMind method source record on this page.
FermatMind AI Impact Score estimation method v1
FermatMind / 费马测试 · 2026-10-18
Editorial ratings use the existing occupational responsibilities and AI task analysis on this page. They are not adoption rates, measured effects, job-disappearance or personal-unemployment probabilities, or official scores from Stanford or another external institution. No measured time weights or future robot deployment are assumed.
Chinese mainland pay reference
2 equipment positions and 1 mixed announcement
Nationwide distribution in China has not been obtained
Insufficient evidence: no precise national Chinese wage distribution for this occupation was obtained, and the specific wind operations and maintenance recruitments are only task-adjacent proxies.
Zong'ang shows 7000—12000 yuan with no period stated, while Xieyuan conceals wages；Two recruitment pages and one offline mixed announcement with adjacent tasks but different conditions; Zongang's wage has no stated period and Xieyuan's is masked.
Insufficient evidence: this round direct access to the two Zhilian links returned a security verification page; the Zongang job text version was read through a web search tool, and its current opening, quote period, and breakdown cannot be confirmed. Only the historically saved Xieyuan text in this directory is readable, and its current text and wage were not checked. The mixed announcement is offline, and its publication period, contract entity, hours, and taxes remain unchecked.
U.S. pay reference
The U.S. 49-9081 occupation's 2025 median is 64120 USD/year, with an O*NET hourly median of 30.83; it is not another manager's or design engineer's wage, and it is not a Chinese quote.
| Where this occupation's 2025 wages sit | Official annual value (U.S. dollars) | Statistical scope | How to understand it |
|---|---|---|---|
| 2025 10th percentile for this occupation | $49,230 per year | National employee annual wages for 49-9081 in 2025; not base pay, a grade, or after-tax income | The 2025 10th percentile annual wage for this occupation is 49,230 USD, not a newcomer's base pay or minimum guarantee. |
| 2025 median for this occupation | $64,120 per year | National employee annual wages for 49-9081 in 2025; not base pay, a grade, or after-tax income |
Career fit guide
Insufficient evidence: no evidence was obtained that personality test thresholds predict turbine service hiring; the editorial observation covers unit recalculation, unknowns, and status review.After the experience, record how you calculated, followed up unknowns, and preserved status and choose basic learning or a specific job investigation; paper is not servicing performance.
Worth experiencing further： Fit first observes willingness to learn equipment, review details, and communicate anomalies, and the editorial experience sets no uniform personality or hiring score.
Check the real conditions first： Insufficient evidence: specific recruitment breakdowns, periods, and comparable hours and costs were not checked; check pay and the entity first and do not guarantee income based on new energy interest.
Do a small trial first： Check A16 −5 = 11 and B9 −4 = 5 pieces, keep C's blank requisition unknown, note the original A13 being 2 more and V2 pending review, and do not invent a fault or restart.
Work pressure, risks, and occupational boundaries
First check the scope of the materials and what is unknown, then check actual training, qualifications, and on-site conditions; a paper record does not grant permission to test, climb towers, or return a unit to service.
O*NET supports the equipment service tasks, the current Ministry of Emergency Management regulation supports holding the corresponding special-operation certificate and verifying its authenticity, and NIST is a general method; there is no accident rate or general risk score specific to this occupation.
Typical scenario：A result of 11 for A is then used to claim the fault has been cleared or the unit can return to service.
Main positions：Maintenance record handler
Possible consequences：A correct record is taken as proof that the equipment is safe.
Entry, certificates, and career development
First learn wind turbine electrical, mechanical, and hydraulic fundamentals and maintenance records, then receive formal on-the-job equipment training; a paper inventory problem does not replace tower climbing, testing, or diagnosis.
Career outlook and related occupational pivots
For this U.S. occupation, employment rises from 11800 to 15300 in 2025—2035, a net of 3500/29.5%, with an annual average of 1500 openings that are not net growth; the overall projection does not separate out AI causality or stand in for China.Moving to energy management, development, or engineering requires additional training on the target equipment, responsibility, and output, and shared wind farm materials do not mean an automatic transfer.
United States · 49-9081 wind turbine service
29.5%
Overall employment change for this occupation
For U.S. 49-9081, employment for this occupation is projected to grow 29.5% in 2025—2035; the annual average of 1,500 openings includes growth and replacements, and the ten-year net increase is 3,500 people, which is not AI causality or a same-period change in China.
The 29.5% is the overall change for this U.S. occupation, not AI or a year-on-year change in China.
Inspect, diagnose, adjust, and repair wind turbine electrical, mechanical, and hydraulic systems; maintenance, testing, spare parts, and data tasks follow the actual scope.
Equipment service focuses on concrete service and repair, engineers on design verification, operations on personnel, budgets, and plans, and development on early-stage business opportunities; a title does not automatically grant any of these authorities.
Choose a real task from this page for a small practice project or a conversation with someone in the field. Use the planning guides to set a date, an output and feedback questions before deciding whether to continue.
The U.S. wage for this occupation is not a Chinese quote; one of the two specific recruitments lists 7000—12000 yuan without a stated period and the other masks its wage, and neither is a national distribution.Heights, on-site residence, and physical conditions must be checked against a real job, and paper interest is not site adaptability or a safety assessment.
First do the paper tool handover problem: A16 −5 = 11 pieces, B9 −4 = 5 pieces, and C is unknown; the original A13 is 2 more, keep V2 pending review, and do not touch equipment.Recalculate A11/B5 and keep C's missing issue unknown; the original A13 is 2 more, keep it pending review, and do not conclude anything about the equipment fault.
The two directions are an editorial split, and on-site diagnosis, testing, and maintenance all require specific training and authorization.
Symptom, test, and unconfirmed records
Maintenance process and spare parts tracking records
This occupation inspects, diagnoses, adjusts, and repairs wind turbines, with maintenance covering electrical, mechanical, and hydraulic systems, and it is not a general term for all wind energy engineering or management jobs. The former checks symptoms and test evidence, and the latter maintains per the plan and records part usage; the same equipment does not mean available inventory allows restart, and the handling result and site approval must be checked separately.
| Dimension | Main direction | Comparison direction |
|---|---|---|
| Task purpose | Locate the fault and test. | Complete planned maintenance. |
| Input documents | Symptoms and the test plan. | Work orders and spare parts documents. |
| Work process | Inspect and verify as authorized. | Maintain as authorized and leave records. |
| Main output | Test and anomaly records. | Maintenance and requisition records. |
| Responsibility focus | Diagnostic basis and boundaries. | Procedure status and tracking. |
| Collaboration partners | Engineers and the technical team. | Operations and spare parts staff. |
| Judgment boundary | Do not determine a fault from text. | Do not authorize a restart from inventory. |
Check fault symptoms and the basis for testing.
Inspect and repair per scope and plan and keep process records.
Work with the professional team per the test plan.
Track requisitions and remaining quantities.
Collect test and analysis material and keep versions.
Communicate anomalies and responsibility and authorization.
Check the equipment scope, units, requisition, and version status; separate record recalculation, on-site diagnosis, and approval, and do not fill unknowns with zero.
Routine maintenance covers turbines, underground transmission, wind farm substations, and fiber optic sensing control equipment; the division of work follows the project, and not everyone is assumed to operate every system.
Troubleshoot pitch, variable speed, converter systems, and related component faults and diagnose the generator and control system; specific handling follows training, equipment, and the responsibility scope.
Tower climbing inspection and maintenance, fiberglass blade inspection and repair, and assembly support may be part of the duties, with formal training and safety conditions checked separately.
No, C's opening balance is 7 pieces but the requisition is blank, and a blank is not zero; only the missing item can be listed as to be confirmed, and total inventory cannot be calculated.
| Willing to keep records per procedure. |
| Geothermal Production Managers | Manage geothermal facility operation, maintenance, and monitoring. | Moving to geothermal and management, adding process and staff responsibility. | First check the target output and the missing training. |
|---|
| Hydroelectric Production Managers | Manage hydropower facility operation, maintenance, and monitoring. | Moving to hydropower management, adding equipment and staff knowledge. | First check the target output and the missing training. |
|---|
| Wind Energy Operations Managers | Manage wind farm staff, maintenance, finances, and plans. | Moving from equipment tasks to operations management, adding budget and contract experience. | First check the target output and the missing training. |
|---|
| Wind Energy Development Managers | Evaluate wind energy opportunities, permits, and construction coordination. | Moving to preliminary development, adding research, proposals, and development responsibility. | First check the target output and the missing training. |
|---|
If you lean toward equipment faults, learn the fundamentals first and get formal training; if you move to management or development, check the output and experience gap, and do not transfer automatically on a wind power title.
After separating the equipment tasks, look at digital tools and pay by period.
Organizing approved work orders and spare parts entries into a text draft can be explored; symptoms and judgments, missing items, and status still go back to the original documents for checking, and this is not a measured time saving.
Insufficient evidence: no independent generative AI adoption, net time saving, or replacement rate for 49-9081 was obtained, and the 29.5% employment change is not used as technical causality.
The U.S. 49-9081 occupation growing 29.5% from 2025—2035 with 1500 annual average openings is an overall projection and does not mean AI created jobs or the same change in China.
| Work direction | Task | Current changes | Human control points |
|---|---|---|---|
| Work order documents | Extract the object and symptoms | Editorial organizing suggestion | A symptom is not directly the fault cause. |
| Maintenance plan | List tasks and status | Editorial draft suggestion | Text does not fill in a work permit. |
| Spare parts inventory | Extract opening balance and requisition | Editorial recalculation suggestion | A11/B5, with C kept unknown. |
| Test records | Organize the plan and results | Digital task background | Professional results go back to the real records for checking. |
| Anomaly communication | Draft the missing item list | Editorial communication suggestion | Do not invent replies or restart results. |
| Equipment software | Separate control monitoring from AI | O*NET digital background | Functions and adoption are checked separately. |
| Employment judgment | Read this occupation's projection by period | Official overall statistics | 29.5% is not AI employment causality. |
The five bases are tasks, the general method, digital software, this occupation's employment, and output review, and citing the same source does not count as five independent AI experiments.
O*NET lists diagnostic software, PLC/SCADA/CMMS, and other digital tools, whose functions differ from generative AI, and software requirements cannot infer an adoption rate.
What AI mainly changesCan organize symptom documents
Still the responsibility of peopleCheck the test plan and professional conclusions.
What AI mainly changesCan extract requisition records
Still the responsibility of peopleRecalculate independently and keep C unknown.
What AI mainly changesCan draft status notes
Still the responsibility of peopleDo not invent approvals or operating orders.
Use only the fictional tool handover records to recalculate A11/B5, with C's requisition blank, keeping the original A13 and V2 pending review, and do not upload real equipment documents.
Check only fictional tool handover documents.
Keep quantity, unit, and version.
A11/B5, with the original A13 being 2 more.
C's requisition is missing and is not filled with zero.
Real work follows training and site conditions.
The original A13 used directly
Control method:Independently calculate 16−5=11 pieces.
C's remaining quantity written as 7 pieces
Control method:The requisition is unknown, so the remaining quantity stays unknown.
A symptom is treated as a confirmed fault
Control method:Go back to professional testing and the original documents to check.
Pending review becomes restarted
Control method:Keep the original status and do not invent approval.
Real equipment documents disclosed
Control method:Check unit authorization and purpose.
Only the fictional tool handover problem, without touching electrical work or tower climbing.
Check work order symptoms and status and do not replace testing with a summary.
Check professional conclusions and real conditions, and a draft does not stand in for approval.
Check document purpose, training, and site responsibility and do not presume AI gains.
Equipment object, spare parts quantity, symptoms, and status can be listed as an editorial suggestion and checked against the original records.
Source:O*NET: Wind Turbine Service Technicians 49-9081.00Original material ↗
Functions and adoption evidence are checked separately, and control and monitoring software requirements do not prove generative adoption.
Source:O*NET: Wind Turbine Service Technicians 49-9081.00Original material ↗
No, the problem gives only inventory V2 pending review, with no fault handling or restart approval.
Source:NIST AI RMF1.0Original material ↗
A draft cannot fill in zero requisition for C or a restart approval and cannot arrange live testing, tower climbing, or fault handling by text.
Source:NIST AI RMF1.0Original material ↗
No, an occupational overall projection cannot be broken into AI causality, let alone stand in for Chinese demand.
Source:BLS: employment characteristics for the wind turbine service occupation itselfOriginal material ↗
No, a missing requisition is not zero, the remaining quantity is unknown, and it is not counted as cross-category total tool inventory.
Source:O*NET: Wind Turbine Service Technicians 49-9081.00Original material ↗
Keep A16 −5 = 11 and B9 −4 = 5 pieces, the original A13 being 2 more, and C unknown, keep V2 pending review, and do not invent site results.
Source:NIST AI RMF1.0Original material ↗
Technicians check the original work orders, the engineering team checks testing and professional issues, and the site responsible party checks work conditions, and the model does not issue operating instructions on its own.
Whether the three materials are currently open was not uniformly verified; the platform posting is offline
| Task and material scope | Public quotes and conditions | Scope of application and gaps |
|---|---|---|
| Zong'ang equipment position | 1 person with a secondary vocational school diploma; the experience statement is inconsistent and needs clarification. | The Zongang Yinchuan Lingwu job is 1 secondary technical school position at 7000—12000 yuan with no stated period; the page header saying no experience required contradicts the body text's wind farm experience, and the three certificates plus offshore certificate requirements are checked by task. |
| Xieyuan equipment position | 50 people with a secondary vocational school diploma, concealed wages, and three certificate conditions. | The Xieyuan Hohhot Xincheng job is 50 secondary technical school positions with the wage masked; it requires high and low voltage electrician and height work related certificates and prefers wind experience and offshore certificates, and the actual project location is checked separately. |
| Mixed-platform announcement | 60 people with a junior college diploma, title only, already taken offline. | The platform operations and maintenance engineer 5.5—6.5K/month and 60 college-level positions are only the mixed announcement title, which is offline, and the actual operations and maintenance contract entity must be checked and cannot be filled in from the site manager's 10000 or above. |
| Exact nationwide distribution | The education and wage gap cannot be estimated from the three materials. | Insufficient evidence: the three specific materials cannot infer a national median, percentile, or education and experience premium, and U.S. wages do not stand in for China. |
Insufficient evidence: the three materials' publication periods, specific contract entity, pay breakdown, and comparable hours and taxes were not checked, the platform headcount is not treated as national demand, and the title's engineer is not a design engineer.
If employed by a power generation enterprise maintaining turbines, substations, and collector equipment, electricity, heat, gas, and water production and supply can be referenced: 2025 non-private pre-tax annual average 160,897 yuan and private 66,451 yuan. The industry-wide average is not a wind turbine service technician median or starting salary.
If the actual employer's main business is wind farm or transmission related installation and construction and the job includes assembly and construction support, construction can be referenced: 2025 non-private pre-tax annual average 92,036 yuan and private 66,275 yuan. The real unit's main business must be checked; on-site service does not automatically belong to construction, and the industry average is not a technician quote.
The power generation unit background is electricity 160,897/66,451 yuan, and the installation and construction unit background is construction 92,036/66,275 yuan, all non-private/private pre-tax annual averages. Independent service providers, dispatch, and platform publishing entities cannot be directly assigned to an industry; check the labor contract unit's main business, equipment tasks, standby hours, and costs, and service contract amounts are not wages.
Insufficient evidence: no figure was obtained for AI independently changing Chinese turbine service wages, and the control software background does not stand in for income effects.
| 2025 five national annual wage percentiles for this occupation 49,230/58,840/64,120/78,010/92,460 USD; hourly 23.67/28.29/30.83/37.51/44.45. All are U.S. employee wage positions, not years of service, a personal guarantee, or a Chinese quote. |
| 2025 90th percentile for this occupation | $92,460 per year | National employee annual wages for 49-9081 in 2025; not base pay, a grade, or after-tax income | The 2025 90th percentile annual wage for this occupation is 92,460 USD and does not correspond to a senior technician's years of service, grade, or a fixed quote. |
|---|
2025 wages for this occupation | 10th percentile：$49,230 per year；National employee percentiles for this occupation, U.S. May 2025, 49-9081； not entry-level base pay, a seniority grade, or Chinese wages.
2025 wages for this occupation | 25th percentile：$58,840 per year；National employee percentiles for this occupation, U.S. May 2025, 49-9081； not entry-level base pay, a seniority grade, or Chinese wages.
2025 wages for this occupation | 50th percentile：$64,120 per year；National employee percentiles for this occupation, U.S. May 2025, 49-9081； not entry-level base pay, a seniority grade, or Chinese wages.
2025 wages for this occupation | 75th percentile：$78,010 per year；National employee percentiles for this occupation, U.S. May 2025, 49-9081； not entry-level base pay, a seniority grade, or Chinese wages.
2025 wages for this occupation | 90th percentile：$92,460 per year；National employee percentiles for this occupation, U.S. May 2025, 49-9081； not entry-level base pay, a seniority grade, or Chinese wages.
This occupation goes from 11800 to 15300 in 2025—2035, an official net 3500, 29.5%, with 1500 annual average openings; the openings are not net growth.
OOH2025 industry medians: the specified commercial and industrial machinery repair 70670, wind power generation 65000, and power and communication line related construction 63080 USD/year; not industry averages.
The 2025 employee wage percentiles for this occupation have been checked and are not equal to training level, years of service, or a personal promise; actual on-site hours, costs, and after-tax amounts are checked separately.
The actual wage period, standby hours, allowances and costs, and after-tax amount are checked separately, and maintenance contract turnover is not personal wages.
| Industry | 2025 industry medians for this occupation (U.S. dollars) / status | How to understand it |
|---|---|---|
| Maintenance of specified mechanical equipment | this occupation | Industry median $70,670 per year | In 2025 the specified commercial and industrial machinery and equipment repair (excluding automotive and electronic) industry median for this occupation is 70670 USD/year. |
| Wind power generation | this occupation | Industry median $65,000 per year | In 2025 the wind power generation industry median for this occupation is 65000 USD/year, not an industry average or the wage of all energy jobs. |
| Construction related to power and communication lines | this occupation | Industry median $63,080 per year | In 2025 the power and communication line and related structures construction industry median for this occupation is 63080 USD/year, not the wage of all construction workers. |
| Self-employed (explained separately) | Statistics exclude the self-employed | Insufficient evidence: no self-employed net income was obtained; the EP self-employed 14.7% is a proportion, and OEWS employee wages exclude the self-employed. |
Annual values, paid hours, costs, and after-tax amounts are separated, and on-site standby cannot be used to infer an hourly rate from the annual salary alone.
O*NET49-9081.00 and BLS49-9081 correspond to this occupation; design, operations, and development manager statistics are not mixed in.
The BLS typical U.S. postsecondary non-degree training and long-term OJT and the Chinese employer education and special operation conditions each apply.
49-9081, this occupation, 2025—2035: a net of 3500 and an annual average of 1500 openings that are not net growth.
49-9081, this occupation, 2025—2035: a net of 3500 and an annual average of 1500 openings that are not net growth.
49-9081, this occupation, 2025—2035: a net of 3500 and an annual average of 1500 openings that are not net growth.
O*NET occupational interest baseline
Realistic · Conventional · InvestigativeThe O*NET RCI for this occupation suggests activity interests in equipment activities, procedural records, and problem analysis, not a personal certificate, physical fitness, or hiring guarantee.
Observe whether you are willing to learn equipment, record processes per procedure, and ask about symptoms; liking the energy industry cannot stand in for site training and conditions.
Can RCI prove that one can climb a tower?
RCI only indicates interest in occupational activities, experiential records, and equipment learning; fitness for working at heights, training, and qualifications require proper verification.
Do not use it this way:Interest is not the same as work qualifications.
Understand my occupational interestsHow do you observe detail rechecking?
See whether the original A13 is kept, whether 11 is recalculated, and whether the missing issued quantity for C is asked about; observe through the concrete process and do not set a uniform personality pass line.
Do not use it this way:Heights, confined spaces, remote on-site residence, and physical conditions must be checked against a real job, and not adapting to an environment may adjust the target and is not a character flaw.
Understand my Big Five traitsDoes being introverted make someone unsuitable for on-site service?
Analyzing equipment problems and communicating with colleagues are both important; a preference label does not stand in for training, safety conditions, or on-site performance.
Do not use it this way:Type does not imply safety competence.
Understand my personality preferencesDoes liking wind turbines mean liking service and repair?
Separate industry interest, equipment learning, and repetitive maintenance records; observe actual willingness and do not guess team psychology from a label.
Do not use it this way:Do not guess at faults or colleagues' intentions.
Understand my motivation cluesHow do you observe preparation for calculation?
Following 16−5=11 and 9−4=5, keep the piece units; a missing issued quantity for C is not counted as a remainder; a single problem does not assess overall ability or real diagnostic skill.
Do not use it this way:Locate the step where a miscalculation occurred; do not infer overall ability.
Understand my cognitive performanceHow do you explain the status when you are pushed to return a unit to service?
Explain clearly that the record is pending recheck and that item C is missing; the on-site fault and the approval are not in the problem statement, so do not invent a clearance to return the unit to service just to satisfy the pressure.
Do not use it this way:Real work order data is handled per unit authorization, and paper only checks fictional tool handovers, without entering a wind farm, climbing, testing, or operating equipment.
Understand my communication cluesBetter match:Willing to trace symptoms and evidence.
Note:Formal testing follows training and authorization.
Better match:Willing to check plans, issued quantities, and status.
Note:Inventory does not prove that a unit can return to service.
Better match:Leans toward geothermal facilities and maintenance.
Note:Needs to add process and management responsibility.
View related occupations:Geothermal Production ManagersBetter match:Leans toward hydropower facilities and monitoring.
Note:Needs to add equipment and personnel knowledge.
View related occupations:Hydroelectric Production ManagersBetter match:Leans toward personnel, budgets, and planning.
Note:Needs to add management experience and contracts.
View related occupations:Wind Energy Operations ManagersBetter match:Leans toward business-opportunity research and permitting.
Note:Needs to add knowledge of research proposals and development.
View related occupations:Wind Energy Development ManagersMemorizing the original A13 is not enough; per the opening balance 16 and requisition 5, calculate 11, and B9 −4 = 5; C's missing requisition cannot be filled with zero, and memory does not replace scope checking.
When feedback is vague, ask clearly about the equipment, component unit, requisition status, and responsibility, and do not fill a symptom into a fault cause from imagination.
If no job is obtained, first check education, experience, certificates, and available feedback, and an unknown reason cannot be used to infer employer decisions from a personality label.
Experience with equipment learning, procedural records, and abnormal-situation communication is still needed; industry interest cannot cover on-site conditions.
See whether the person can hear symptoms clearly and explain the process; how outgoing someone is cannot stand in for equipment knowledge, training, or responsibility.
No; a blank issued quantity does not equal zero, C's remainder is unknown, and it is not counted as total inventory across tool categories.
Check the real shift pattern, location, and costs; life constraints can adjust goals and are not a personality flaw.
Use the fictional tool handover to check units, arithmetic, and status; do not enter a wind farm or perform tower-climbing tests.
Locate the handling of units, arithmetic, and missing items; type is only a clue, and the concrete process must not be ignored.
Choose a basic equipment course or check the conditions of a specific service position; getting the arithmetic right on paper does not guarantee qualification or employment.
Basis：O*NET: Wind Turbine Service Technicians 49-9081.00 · NIST AI RMF1.0
Typical scenario：A job title or course completion is treated as authority to climb towers and do electrical work.
Main positions：Equipment service personnel
Possible consequences：Work conditions and responsibility are unclear.
Reduce risk：U.S. occupational tasks include electrical testing at heights; in China, directly performing special operations requires the corresponding training, assessment, and operation certificate, so verify certificates and employer conditions according to the actual task and do not take a job based on a paper exercise.
Basis：O*NET: Wind Turbine Service Technicians 49-9081.00 · Ministry of Emergency Management: regulation on special-operation training and assessment
Typical scenario：A concealed wage or a quote with no period stated is treated as a definite monthly salary and after-tax income.
Main positions：People comparing operations and maintenance pay
Possible consequences：The contract and plan lack a real period basis.
Reduce risk：The historical Xieyuan text conceals wages; base pay, performance pay, room and board allowances, and on-site lodging depend on the project; the current link required a security verification this round, so no comparable job quote is added. The readable Zong'ang version shows 7000—12000 yuan with no period stated; verify the contract entity, working hours, costs, and taxes, and do not treat a service contract or power generation revenue as wages.
Basis：Xieyuan: wind power operations and maintenance position · BLS Occupational Handbook: wind turbine technicians
Typical scenario：Being trained or holding an invalid certificate is written up as being able to work.
Main positions：Applicants for specific work
Possible consequences：Qualifications and records cannot be verified.
Reduce risk：The Ministry of Emergency Management regulation effective in 2026 requires the corresponding special-operation training, assessment, and operation certificate, and employers verify authenticity and validity; occupational training and on-site conditions are verified separately, and repealed old rules do not apply.
Basis：Ministry of Emergency Management: regulation on special-operation training and assessment · O*NET: Wind Turbine Service Technicians 49-9081.00
Typical scenario：A readable original record is treated as something that may be shared externally or whose status may be changed at will.
Main positions：Work-order data handlers
Possible consequences：Distorted data use and traceability.
Reduce risk：Handle work orders, test data, and inventory materials according to employer authorization; NIST is a general output method and does not grant permission to share data externally, so the paper-only exercise uses fictional materials only.
Basis：O*NET: Wind Turbine Service Technicians 49-9081.00 · NIST AI RMF1.0
Typical scenario：A missing issued quantity for C is filled in as zero, and pending recheck becomes returned to service.
Main positions：Handover and recheck personnel
Possible consequences：Colleagues cannot trace back the original conditions and responsibility.
Reduce risk：Keep the original A13, the recalculated 11, B5, the unknown C, and V2 pending recheck; do not invent an issued-quantity reply, a diagnostic conclusion, or a clearance to return a unit to service.
Basis：O*NET: Wind Turbine Service Technicians 49-9081.00 · NIST AI RMF1.0
| Entry direction | What you mainly do early on | Employer requirements and basis for observation | How to prove yourself without experience | Difference from other directions |
|---|---|---|---|---|
| Paper record preparation | Recalculate units and remainders. | Editorial experience, not a hiring position. | A11/B5, and C is unknown. | No contact with equipment. |
| Formal equipment training | Learn specific turbine unit procedures. | The U.S. OOH states employer and manufacturer training. |
Maintenance work orders, fault records, reports, and spare parts; the page header says no experience required while the body requires wind farm experience, which needs clarification, and this is not a guarantee that no experience is needed.
Daily operation, service, and maintenance, listing electrician and working-at-heights related certificates, with wages concealed; verify the specific project and entity.
The equipment operations and maintenance engineer title shows 5.5—6.5K per month and 60 people with a junior college diploma, and has been taken offline; this is not wind farm manager or design engineer pay.
Truthfully state your education, training, certificates, and on-site residency conditions; a paper inventory problem is not a repair project or an on-site qualification.
Keep A's opening balance of 16 with 5 issued, B9 with 4 issued, and C7 with a blank issued quantity, in pieces; the original A remainder is 13, and V2 is pending recheck.
Check A16 minus 5 equals 11, and B9 minus 4 equals 5 pieces; the original A13 is 2 more than the recalculated 11; verify each tool category separately and do not count total inventory.
C's issued quantity is missing so the remainder is unknown, and the recheck result has not been given; do not invent a reply or a clearance to return to service.
Record that it is fictional and paper-only, with no diagnosis, testing, service, or tower climbing, and observe unit recalculation and handling of unknowns; do not pass it off as employer results.
| Scenario | What to check | How to observe | What cannot be inferred from this |
|---|---|---|---|
| Before applying | Check education, experience, and certificates. | Genuine materials and follow-up questions about conditions. | A page header saying no experience required does not replace the body's conditions. |
| Formal training | Learn according to the employer's equipment plan. | Supervision and training results can be verified. | Paper does not equal an on-site qualification. |
| Record recheck |
| Qualification / preparation items | Who it mainly suits | Practical value for job seeking | Whether it is a general entry requirement | Registration / application conditions | Considerations for the investment | Important limitations |
|---|---|---|---|---|---|---|
| Typical training in the United States | U.S. career explorers. | Non-degree postsecondary training and long-term on-the-job training. | U.S. typical training is not a unified Chinese standard. | Technical schools, community colleges, and employer training. | Check the curriculum and formal supervision. |
Calculate the remainder only from the problem statement, in pieces: A has an opening balance of 16 and 5 issued; B has an opening balance of 9 and 4 issued; C has an opening balance of 7 and a blank issued quantity. The original record shows A with a remainder of 13, version V2, and the status is pending recheck.
A/B/C are different tools and are not counted as combined inventory. The problem states no other receipts or issues, faults, confirmation replies, or clearances to return to service, and requires no equipment or on-site operations.
Calculate the remainders of A and B separately, compare with the original A13; explain whether C's remainder can be determined.
List the two items of C's issued quantity and the recheck result, keep the original record and V2 pending recheck, and do not invent a fault or a return to service.
A16 minus 5 equals 11 pieces, B9 minus 4 equals 5 pieces, and the original A13 is 2 more than the recalculated 11; C's issued quantity is blank, which does not equal zero, so its remainder is unknown and is not counted as total inventory.
Two items: check C's issued-quantity record, and check the record's recheck result. Keep the original A13, the recalculated A11/B5, C as unknown, and V2 pending recheck; if no reply is given, do not write confirmed or returned to service.
Only handles fictional paper inventory; no diagnosis, testing, service or repair, no tower climbing, and no contact with electrical systems.
Keep A16/5, B9/4, C7 with a blank piece count, the original A13, and V2 pending recheck.
16−5=11 pieces; the original 13 is 2 more; keep the original input.
9−4=5 pieces; list tool categories separately and do not count them as total inventory.
A missing issued quantity does not equal zero; keep the remainder unknown and do not fill in 7.
List the two items of C's issued quantity and the recheck result, and do not change pending recheck into confirmed.
State that it is fictional, with no testing, service and repair, tower climbing, or return to service, and do not pass it off as results.
Observe willingness to learn equipment and keep records, then choose a basic course or an investigation of a specific position.
Typical responsibilities：Separate symptoms from guesses.
Promotion evidence：Write the object down clearly and note what is unknown.
Qualification boundaries：No testing on paper.
Next step：Learn electrical and mechanical fundamentals.
Typical responsibilities：Learn according to the equipment plan.
Promotion evidence：Keep training and testing records.
Qualification boundaries：Check the corresponding task conditions.
Next step：Accept on-the-job supervision.
Typical responsibilities：Verify professional results according to the scope.
Promotion evidence：Keep work orders and the basis for rechecking.
Qualification boundaries：Keep training, certificates, and on-site conditions separate.
Next step：Close gaps on unfamiliar systems.
Typical responsibilities：Work with the engineering team.
Promotion evidence：Keep track of responsibility and plan changes.
Qualification boundaries：For newly added testing, check the scope first.
Next step：Add professional training.
Typical responsibilities：Check the opening balance, issued quantity, and remainder.
Promotion evidence：A11/B5 and C is unknown.
Qualification boundaries：Paper does not grant work authority.
Next step：Learn components and units.
Typical responsibilities：Learn equipment according to the plan.
Promotion evidence：Keep process and supervision records.
Qualification boundaries：Check the corresponding work qualifications.
Next step：Become familiar with work order procedures.
Typical responsibilities：Keep spare part versions and status.
Promotion evidence：Able to trace back the original issued-quantity record.
Qualification boundaries：Do not write a return to service based on inventory.
Next step：Add abnormal-situation communication.
Typical responsibilities：Check education, experience, and conditions.
Promotion evidence：Compare the original conditions on the two pages.
Qualification boundaries：Clarify the inconsistent experience statements.
Next step：Check the real contract.
Typical responsibilities：Collaborate according to employer procedures.
Promotion evidence：Training and status can be verified.
Qualification boundaries：The corresponding special operations are verified according to law.
Next step：Learn specific equipment.
Typical responsibilities：Describe the process and the missing items.
Promotion evidence：Do not invent a fault or an approval.
Qualification boundaries：A certificate does not replace all on-site conditions.
Next step：Add handover records.
Learn systems and record units.
Learn specific equipment and procedures.
Recheck work orders, spare parts, and status.
For newly added systems, check training and responsibility first.
China · Those directly performing the corresponding special operations
Verify the actual work, not the number in demand
Responsibility for training and certification for the corresponding work
China's 2026 special-operation management and power safety training are applicable task responsibilities, not the number of newly added wind turbine service positions.
Cannot explain：Training and certification responsibility is not the number of people in demand.
Specific Chinese job postings · Two positions and the mixed operations and maintenance announcement
Quote conditions vary by position; the platform posting is offline
Task proxy for equipment service positions
Verify the two equipment positions and the offline mixed-platform announcement separately; the headcounts and quotes apply only to those specific materials and cannot be used to infer nationwide demand or that everything is currently open.
Cannot explain：Specific positions and an offline announcement are not nationwide popularity or evidence that everyone is still hiring.
These are adjacent ability relationships and do not mean automatic promotion or that no further study is needed.
Transferable：Shared equipment maintenance and record communication.
Needs to be filled in：Manage geothermal facility operation, maintenance, and monitoring.
View occupation detailsTransferable：Shared facility maintenance and operations materials.
Needs to be filled in：Manage hydropower facility operation, maintenance, and monitoring.
View occupation detailsTransferable：Shared wind farm work orders and maintenance collaboration.
Needs to be filled in：Manage wind farm staff, maintenance, finances, and plans.
View occupation detailsTransferable：Shared wind farm technical materials and communication.
Needs to be filled in：Evaluate wind energy opportunities, permits, and construction coordination.
View occupation detailsTransferable：Shared equipment testing and technical materials.
Needs to be filled in：Design collector systems and site specifications, and analyze tests.
View occupation detailsTransferable：Shared electrical equipment fault and specification materials.
Needs to be filled in：Research, design, develop, and test electrical equipment and related systems.
View occupation detailsTransferable：Shared turbine unit mechanical systems and performance records.
Needs to be filled in：Plan and design mechanical equipment and oversee related installation and operations and maintenance.
View occupation detailsTransferable：Shared equipment maintenance and team communication.
Needs to be filled in：Manage biomass power plant operations and operations and maintenance personnel.
View occupation detailsThe fictional tool handover problem has A11/B5 pieces and C is unknown; the original A13 is 2 more, and V2 is pending recheck; do not test, service, climb towers, or return a unit to service.
This cannot be carried across jurisdictions. In China, directly performing the corresponding special operations requires training, assessment, and an operation certificate under the current 2026 regulation, and the specific position's equipment and on-site conditions are verified separately.
Insufficient evidence: a time-saving substitution rate specific to this occupation has not been obtained, and the 29.5% overall employment figure and a control software background cannot identify AI causality.
For 49-9081 in 2025, the national annual quintiles are 49,230/58,840/64,120/78,010/92,460 U.S. dollars, with industry medians listed separately; do not mix in engineers or managers, and this is not a Chinese wage.
No; a blank issued quantity does not equal zero, the remainder is unknown, and each type of tool is verified separately and not counted as combined inventory.
Interest is not physical fitness, a skill qualification, or a hiring line; real work at heights requires formal training and the corresponding conditions.
No; the problem only has an inventory record pending recheck, with no fault or approval, so do not invent confirmations or equipment status.
The Zong'ang figure of 7000—12000 yuan states no period and its experience statements contradict each other, Xieyuan conceals wages, and the mixed announcement shows only 5.5—6.5K per month in the title and is already offline; none of these is a nationwide distribution.
FermatMind career content editing
Locally revised on 2026-10-04; the period of each source and the scope read this round are shown in the source cards.
On this page Wind Turbine Technician is the 49-9081 sample name; it reuses the 12 occupational tasks actually read under the same target 1040, along with the complete 2025 wage, industry medians, and EP, and each statistic still refers to the same occupation; the 584 consumers on this page and the V2 tool handover exercise are each read separately.
Usage limitations：Only the target definition is used for responsibility comparison; it is not the pay for this occupation, a Chinese hiring decision, or a guarantee of automatic transfer.
Usage limitations：Only the target definition is used for responsibility comparison; it is not the pay for this occupation, a Chinese hiring decision, or a guarantee of automatic transfer.
Usage limitations：The overall U.S. projection for this occupation does not separate out AI causality or carry over to China for the same period; openings are not net growth, and typical preparation is not a uniform employer guarantee.
Usage limitations：It applies according to the actual category and task; do not conclude from a job title that everyone needs the same certificate, and do not treat study-completion materials or a certificate as all on-site conditions.
Usage limitations：Its old 2024—2034 employment column was not used; software demand is not text AI adoption, and the U.S. context is not a unified Chinese working-hours or entry standard.
Usage limitations：Insufficient evidence: direct access this round required a security verification; the web tool could read a version of the posting, but whether it is currently open, the posting date, the period breakdown of the quote, and paid working hours and taxes were not verified; the contradictory experience statement needs clarification, and this does not support nationwide statistics.
Usage limitations：Only the target definition is used for responsibility comparison; it is not the pay for this occupation, a Chinese hiring decision, or a guarantee of automatic transfer.
Usage limitations：Not occupational medians or percentiles, starting pay, seniority or education premiums, or self-employed income for wind turbine service; on-site maintenance service and the platform posting entity do not automatically fall into either industry.
Usage limitations：Not equipment diagnostic accuracy, repair safety standards, or on-site authorization, and it gives no adoption, time-saving, or replacement rates for this occupation.
Usage limitations：The historical employee distribution excludes the self-employed, is not the complete set of five 2025 wage percentiles, and the 2023 mean of 65380 is not used as a median.
Usage limitations：Its old 2024—2034 employment column was not used; software demand is not text AI adoption, and the U.S. context is not a unified Chinese working-hours or entry standard.
Usage limitations：Its old 2024—2034 employment column was not used; software demand is not text AI adoption, and the U.S. context is not a unified Chinese working-hours or entry standard.
Usage limitations：The overall U.S. projection for this occupation does not separate out AI causality or carry over to China for the same period; openings are not net growth, and typical preparation is not a uniform employer guarantee.
Usage limitations：Insufficient evidence: the current link required a security verification this round, so the text historically saved in this directory under work/1040/jobB.txt was actually read, giving historical conditions only; concealed wages are not supplemented with a comparable posting, and whether the current text is open, the contract entity and project, and working hours and taxes were not verified.
Usage limitations：Insufficient evidence: the posting date, the actual contract entity and the breakdown of headcounts, and the pay breakdown, working hours, and taxes were not verified; being offline is not the same as currently open, and wind farm manager pay is not applied to technicians.
Usage limitations：Its old 2024—2034 employment column was not used; software demand is not text AI adoption, and the U.S. context is not a unified Chinese working-hours or entry standard.
Usage limitations：Not equipment diagnostic accuracy, repair safety standards, or on-site authorization, and it gives no adoption, time-saving, or replacement rates for this occupation.
Usage limitations：U.S. professional certification does not substitute for China's corresponding special-operation certificate; industry values are medians, not means, and physical conditions are verified through formal positions.
Usage limitations：Only the target definition is used for responsibility comparison; it is not the pay for this occupation, a Chinese hiring decision, or a guarantee of automatic transfer.
Usage limitations：Its old 2024—2034 employment column was not used; software demand is not text AI adoption, and the U.S. context is not a unified Chinese working-hours or entry standard.
Usage limitations：Only the target definition is used for responsibility comparison; it is not the pay for this occupation, a Chinese hiring decision, or a guarantee of automatic transfer.
Usage limitations：Only the target definition is used for responsibility comparison; it is not the pay for this occupation, a Chinese hiring decision, or a guarantee of automatic transfer.
Usage limitations：Only the target definition is used for responsibility comparison; it is not the pay for this occupation, a Chinese hiring decision, or a guarantee of automatic transfer.
Usage limitations：Only the target definition is used for responsibility comparison; it is not the pay for this occupation, a Chinese hiring decision, or a guarantee of automatic transfer.
Usage limitations：U.S. professional certification does not substitute for China's corresponding special-operation certificate; industry values are medians, not means, and physical conditions are verified through formal positions.
Usage limitations：The historical employee distribution excludes the self-employed, is not the complete set of five 2025 wage percentiles, and the 2023 mean of 65380 is not used as a median.
Usage limitations：The overall U.S. projection for this occupation does not separate out AI causality or carry over to China for the same period; openings are not net growth, and typical preparation is not a uniform employer guarantee.
Usage limitations：Enterprises and actual roles apply separately, a training plan does not replace completion and qualification, and this is not new positions or an all-purpose certificate.
Usage limitations：It is purely on paper, does not combine inventory across different components, does not diagnose, test, service, climb towers, or return a unit to service, and does not invent replies and approvals.
Usage limitations：Employee wage percentiles are not self-employed net income, a seniority grade, a starting-pay guarantee, or Chinese wages; the 2025 industry medians are listed separately.
Usage limitations：Editorial ratings use the existing occupational responsibilities and AI task analysis on this page. They are not adoption rates, measured effects, job-disappearance or personal-unemployment probabilities, or official scores from Stanford or another external institution. No measured time weights or future robot deployment are assumed.
Insufficient evidence: the nationwide Chinese wage distribution for this occupation, whether specific postings are currently open and their contract details, self-employed net income, and independent AI effects have still not been obtained, and nothing is filled in as a substitute. Equipment service and repair are verified separately from design, development, and operations management, and a job title does not automatically grant on-site work authority. The staggered U.S. wage projections for this occupation are not a Chinese quote, and the three recruiting materials cannot form a nationwide distribution. The fictional tool handover problem involves no diagnosis, testing, service, tower climbing, or return to service, and it is not proof of qualification or results.
MBTI (English) · Big Five (English) · MBTI (Chinese) · Big Five (Chinese)
No, the problem gives only the inventory record V2 pending review, with no fault or restart approval, and paper does not operate equipment.
O*NETJobZone3 and RCI are U.S. task background; the BLS typical postsecondary non-degree training and long-term OJT do not stand in for Chinese education, certificates, and employer conditions.
| Honestly state your background and training. |
| It is not a paper achievement. |
| Zong'ang equipment operations and maintenance | Maintenance, fault records, and spare parts. | 1 person with a secondary vocational school diploma; the experience statement is inconsistent and needs clarification. | Genuine skill certificate materials. | The quote has no period stated. |
|---|
| Xieyuan equipment operations and maintenance | Daily operation, service, and maintenance. | 50 people with a secondary vocational school diploma and the three specific certificates. | Genuine certificates and learning experience. | Wages concealed and location depends on the project. |
|---|
| Mixed-platform announcement | Maintenance, commissioning, and fault handling. | 60 people with a junior college diploma, title only, already taken offline. | Specific task conditions are verified separately. | An operations and maintenance engineer is not automatically the same occupation as a design position. |
|---|
| A11/B5, C is unknown, and it is pending recheck. |
| Do not judge a fault or a return to service from inventory. |
| Task expansion | Check the responsibility conditions for newly added equipment. | List gaps in training and authorization. | Do not automatically cross systems because of a previous position. |
|---|
| China's corresponding special-operation certificate | Those directly performing the operations listed in the catalog. | Corresponding training and assessment, and working with a certificate. | Applies according to the actual operation. | The 2026 regulation and the conditions of the competent authority. | Check the published plans and fees. | Do not require the same certificate for everyone based on the job title. |
|---|
| Safety training for power positions | Applies to personnel of power companies. | Genuine records of the corresponding position training. | Verify the actual role in each enterprise separately. | The 2017 notice and the actual situation at the employer. | Check implementation according to the employer's plan. | A plan does not replace completed training. |
|---|
| Certificates listed by the employer | Those applying to the two equipment positions. | Verify the three certificates and the offshore conditions according to the task. | A specific job posting does not mean all positions require the same certificates. | Match your own situation with the target position. | Close the gaps that are actually required. | A recruiting title does not replace the accurate category. |
|---|
| U.S. professional certification | Relevant U.S. job seekers. | Demonstrate the corresponding knowledge and ability. | The OOH states it is a non-mandatory professional certification. | Verify with the employer for the specific project. | Clarify the purpose before investing. | Do not infer that special operations in China can be done without a certificate. |
|---|
| Equipment and employer on-site conditions | For those preparing to do the actual work. | Check procedures, equipment scope, and responsibility. | Verify according to the actual task. | The specific employer, position, and equipment. | Formal training and supervision. | A certificate does not replace all on-site conditions. |
|---|
Getting the arithmetic right does not prove wind turbine safety or an on-site qualification, and the work does not pass itself off as repair results and approvals.
Typical responsibilities：Learn newly added equipment.
Promotion evidence：List the conditions for different procedures.
Qualification boundaries：Do not automatically authorize across systems.
Next step：Add formal training first.
Typical responsibilities：Collaborate with operations and engineering.
Promotion evidence：Keep track of changes in the object and responsibility.
Qualification boundaries：A job title does not grant management sign-off.
Next step：Check the gap against the target output.
