# user_profile

firstname: test_1
lastname: test_1
email: testemail@gmail.com
zipcode: 30102
state: GA
area: Atlanta-Sandy Springs-Roswell, GA
career_situation: highSchool
interest_inventory_answers: 115343151424535134534521315315431344454314351353224411311112
resume_limit_reset: 2025-05-15T17:32:04.217Z
career_priorities:
  {"interests":"I know my interests (completed inventory)","meaning":"Somewhat important","stability":"Very important","growth":"Yes, very important","balance":"Yes, very important","recognition":"Somewhat important"}


firstname: test2
lastname: test2
email: jhcoak01@gmail.com
zipcode: 30102
state: GA
area: Atlanta-Sandy Springs-Roswell, GA
career_situation: preparing
interest_inventory_answers: 425554252413414122242225352255412311341132325443522443414225
career_priorities:
  {"interests":"I know my interests (completed inventory)","meaning":"Somewhat important","stability":"Very important","growth":"Somewhat important","balance":"Yes, very important","recognition":"Somewhat important"}

career_list:
  [{"href":"https://services.onetcenter.org/ws/mnm/careers/17-1011.00/","fit":"Good","code":"17-1011.00","title":"Architects","tags":{"bright_outlook":true,"green":false,"apprenticeship":false},"job_zone":5,"limitedData":false,"jobDescription":"Plan and design structures, such as private residences, office buildings, theaters, factories, and other structural property.","tasks":["Develop final construction plans that include aesthetic representations of the structure or details for its construction.","Prepare scale drawings or architectural designs, using computer-aided design or other tools.","Prepare information regarding design, structure specifications, materials, color, equipment, estimated costs, or construction time."],"economicProjections":{"state":{"area":"United States","baseYear":2022,"base":123700,"projectedYear":2032,"projection":129700,"change":6000,"percentChange":4.9,"annualOpenings":8200,"occupationName":"Architects, Except Landscape and Naval"},"national":{"area":"United States","baseYear":2022,"base":123700,"projectedYear":2032,"projection":129700,"change":6000,"percentChange":4.9,"annualOpenings":8200,"occupationName":"Architects, Except Landscape and Naval"}},"salaryData":[{"percentile":"10th","regionalSalary":0,"nationalSalary":"58870"},{"percentile":"25th","regionalSalary":0,"nationalSalary":"73240"},{"percentile":"Median","regionalSalary":0,"nationalSalary":"93310"},{"percentile":"75th","regionalSalary":0,"nationalSalary":"116780"},{"percentile":"90th","regionalSalary":0,"nationalSalary":"151300"}],"schools":[],"ratings":{"interests":3,"meaning":3,"stability":5,"growth":5,"balance":4,"recognition":4}},{"href":"https://services.onetcenter.org/ws/mnm/careers/15-1255.01/","fit":"Good","code":"15-1255.01","title":"Video Game Designers","tags":{"bright_outlook":true,"green":false,"apprenticeship":true},"job_zone":4,"limitedData":false,"jobDescription":"Design core features of video games. Specify innovative game and role-play mechanics, story lines, and character biographies. Create and maintain design documentation. Guide and collaborate with production staff to produce games as designed.","tasks":["Balance and adjust gameplay experiences to ensure the critical and commercial success of the product.","Devise missions, challenges, or puzzles to be encountered in game play.","Create core game features, including storylines, role-play mechanics, and character biographies for a new video game or game franchise."],"economicProjections":{"state":{"area":"United States","baseYear":2022,"base":117900,"projectedYear":2032,"projection":135800,"change":17900,"percentChange":15.2,"annualOpenings":10700,"occupationName":"Web and Digital Interface Designers"},"national":{"area":"United States","baseYear":2022,"base":117900,"projectedYear":2032,"projection":135800,"change":17900,"percentChange":15.2,"annualOpenings":10700,"occupationName":"Web and Digital Interface Designers"}},"salaryData":[{"percentile":"10th","regionalSalary":0,"nationalSalary":"48210"},{"percentile":"25th","regionalSalary":0,"nationalSalary":"66020"},{"percentile":"Median","regionalSalary":0,"nationalSalary":"98540"},{"percentile":"75th","regionalSalary":0,"nationalSalary":"139500"},{"percentile":"90th","regionalSalary":0,"nationalSalary":"176490"}],"schools":[],"ratings":{"interests":3,"meaning":3,"stability":5,"growth":5,"balance":4,"recognition":3}},{"href":"https://services.onetcenter.org/ws/mnm/careers/27-1022.00/","fit":"Best","code":"27-1022.00","title":"Fashion Designers","tags":{"bright_outlook":false,"green":false,"apprenticeship":true},"job_zone":3,"limitedData":false,"jobDescription":"Design clothing and accessories. Create original designs or adapt fashion trends.","tasks":["Sketch rough and detailed drawings of apparel or accessories, and write specifications such as color schemes, construction, material types, and accessory requirements.","Examine sample garments on and off models, modifying designs to achieve desired effects.","Confer with sales and management executives or with clients to discuss design ideas."],"salaryData":[{"percentile":"10th Percentile","regionalSalary":52050,"nationalSalary":37090},{"percentile":"25th Percentile","regionalSalary":64570,"nationalSalary":58440},{"percentile":"Median","regionalSalary":80510,"nationalSalary":79290},{"percentile":"75th Percentile","regionalSalary":96060,"nationalSalary":107260},{"percentile":"90th Percentile","regionalSalary":127220,"nationalSalary":160850}],"economicProjections":{"state":{"area":"Georgia","baseYear":2022,"base":180,"projectedYear":2032,"projection":220,"change":40,"percentChange":22.2,"annualOpenings":20,"occupationName":"Fashion Designers"},"national":{"area":"United States","baseYear":2022,"base":24900,"projectedYear":2032,"projection":25700,"change":800,"percentChange":3.2,"annualOpenings":2300,"occupationName":"Fashion Designers"}},"ratings":{"interests":5,"meaning":3,"stability":4,"growth":1,"balance":4,"recognition":4}},{"href":"https://services.onetcenter.org/ws/mnm/careers/27-1012.00/","fit":"Best","code":"27-1012.00","title":"Craft Artists","tags":{"bright_outlook":false,"green":false,"apprenticeship":true},"job_zone":3,"limitedData":false,"jobDescription":"Create or reproduce handmade objects for sale and exhibition using a variety of techniques, such as welding, weaving, pottery, and needlecraft.","tasks":["Create functional or decorative objects by hand, using a variety of methods and materials.","Cut, shape, fit, join, mold, or otherwise process materials, using hand tools, power tools, or machinery.","Apply finishes to objects being crafted."],"salaryData":[{"percentile":"10th Percentile","regionalSalary":19680,"nationalSalary":21010},{"percentile":"25th Percentile","regionalSalary":36500,"nationalSalary":29120},{"percentile":"Median","regionalSalary":55820,"nationalSalary":36600},{"percentile":"75th Percentile","regionalSalary":101490,"nationalSalary":49010},{"percentile":"90th Percentile","regionalSalary":168380,"nationalSalary":67980}],"economicProjections":{"state":{"area":"Georgia","baseYear":2022,"base":610,"projectedYear":2032,"projection":690,"change":80,"percentChange":13.1,"annualOpenings":70,"occupationName":"Craft Artists"},"national":{"area":"United States","baseYear":2022,"base":11500,"projectedYear":2032,"projection":12000,"change":500,"percentChange":4.3,"annualOpenings":1100,"occupationName":"Craft Artists"}},"ratings":{"interests":5,"meaning":4,"stability":3,"growth":1,"balance":3,"recognition":2}},{"href":"https://services.onetcenter.org/ws/mnm/careers/47-2043.00/","fit":"Good","code":"47-2043.00","title":"Floor Sanders & Finishers","tags":{"bright_outlook":false,"green":false,"apprenticeship":false},"job_zone":1,"limitedData":false,"jobDescription":"Scrape and sand wooden floors to smooth surfaces using floor scraper and floor sanding machine, and apply coats of finish.","tasks":["Buff and vacuum floors to ensure their cleanliness prior to the application of finish.","Scrape and sand floor edges and areas inaccessible to floor sanders, using scrapers, disk-type sanders, and sandpaper.","Inspect floors for smoothness."],"salaryData":[{"percentile":"10th Percentile","regionalSalary":0,"nationalSalary":33080},{"percentile":"25th Percentile","regionalSalary":0,"nationalSalary":38530},{"percentile":"Median","regionalSalary":0,"nationalSalary":47760},{"percentile":"75th Percentile","regionalSalary":0,"nationalSalary":57520},{"percentile":"90th Percentile","regionalSalary":0,"nationalSalary":69540}],"economicProjections":{"state":{"area":"Georgia","baseYear":2022,"base":200,"projectedYear":2032,"projection":220,"change":20,"percentChange":10,"annualOpenings":20,"occupationName":"Floor Sanders and Finishers"},"national":{"area":"United States","baseYear":2022,"base":6200,"projectedYear":2032,"projection":6200,"change":0,"percentChange":0,"annualOpenings":500,"occupationName":"Floor Sanders and Finishers"}},"ratings":{"interests":3,"meaning":3,"stability":2,"growth":1,"balance":2,"recognition":1}},{"href":"https://services.onetcenter.org/ws/mnm/careers/27-1014.00/","fit":"Best","code":"27-1014.00","title":"Special Effects Artists & Animators","tags":{"bright_outlook":false,"green":false,"apprenticeship":false},"job_zone":4,"limitedData":false,"jobDescription":"Create special effects or animations using film, video, computers, or other electronic tools and media for use in products, such as computer games, movies, music videos, and commercials.","tasks":["Design complex graphics and animation, using independent judgment, creativity, and computer equipment.","Create basic designs, drawings, and illustrations for product labels, cartons, direct mail, or television.","Participate in design and production of multimedia campaigns, handling budgeting and scheduling, and assisting with such responsibilities as production coordination, background design, and progress tracking."],"salaryData":[{"percentile":"10th Percentile","regionalSalary":53040,"nationalSalary":57090},{"percentile":"25th Percentile","regionalSalary":55660,"nationalSalary":71570},{"percentile":"Median","regionalSalary":71570,"nationalSalary":99060},{"percentile":"75th Percentile","regionalSalary":90120,"nationalSalary":133400},{"percentile":"90th Percentile","regionalSalary":123070,"nationalSalary":169580}],"economicProjections":{"state":{"area":"Georgia","baseYear":2022,"base":2040,"projectedYear":2032,"projection":2420,"change":380,"percentChange":18.6,"annualOpenings":250,"occupationName":"Multimedia Artists and Animators"},"national":{"area":"United States","baseYear":2022,"base":89300,"projectedYear":2032,"projection":96600,"change":7300,"percentChange":8.2,"annualOpenings":9400,"occupationName":"Multimedia Artists and Animators"}},"ratings":{"interests":5,"meaning":3,"stability":4,"growth":1,"balance":4,"recognition":3}},{"code":"51-9081.00","title":"Dental Laboratory Technicians","cipCode":[51.0603,51.1006,51.2307,51.2312],"jobDescription":"Construct and repair full or partial dentures or dental appliances.","tasks":["Read prescriptions or specifications and examine models or impressions to determine the design of dental products to be constructed.","Test appliances for conformance to specifications and accuracy of occlusion, using articulators and micrometers.","Fabricate, alter, or repair dental devices, such as dentures, crowns, bridges, inlays, or appliances for straightening teeth."],"salaryData":[{"percentile":"10th Percentile","regionalSalary":31950,"nationalSalary":33940},{"percentile":"25th Percentile","regionalSalary":35710,"nationalSalary":38250},{"percentile":"Median","regionalSalary":45710,"nationalSalary":47690},{"percentile":"75th Percentile","regionalSalary":58830,"nationalSalary":60880},{"percentile":"90th Percentile","regionalSalary":70610,"nationalSalary":77460}],"economicProjections":{"state":{"area":"Georgia","baseYear":2022,"base":1290,"projectedYear":2032,"projection":1250,"change":-40,"percentChange":-3.1,"annualOpenings":140,"occupationName":"Dental Laboratory Technicians"},"national":{"area":"United States","baseYear":2022,"base":35400,"projectedYear":2032,"projection":33800,"change":-1600,"percentChange":-4.5,"annualOpenings":3800,"occupationName":"Dental Laboratory Technicians"}},"ratings":{"interests":3,"meaning":3,"stability":2,"growth":1,"balance":3,"recognition":2}}]


# ai_suggested_milestones

id: 2bbcd044-b5c1-442e-a930-dca0ee59f6f2
user_id: 2338
career_path_id: 9fda178b-7f3e-49b4-8738-cc1ef914d289
created_at: 2025-05-09 14:39:38
updated_at: 2025-05-09 14:39:38
suggested_milestones:
  [{"title":"Assess Loan Repayment Plan","date":"2025-05-01","description":"Review and potentially restructure your loan to manage the increasing balance effectively."},{"title":"Develop Emergency Fund Strategy","date":"2025-06-01","description":"Start setting aside a monthly amount towards building an emergency fund."},{"title":"Evaluate Financial Health","date":"2025-08-01","description":"Conduct a thorough review of personal finances and adjust budgets and savings plans as necessary."},{"title":"Plan for Retirement Contributions","date":"2025-10-01","description":"Begin contributing to a retirement savings plan or optimize existing contributions."},{"title":"Prepare Year-End Financial Summary","date":"2025-12-01","description":"Compile a comprehensive summary of your financial progress and setbacks over the year."}]


id: daef4ac7-666c-4e9d-af1e-eadd0dac5c3e
user_id: 2338
career_path_id: ddc5aff3-f048-408b-a0bd-26df67acb4b7
created_at: 2025-05-09 14:39:54
updated_at: 2025-05-09 14:39:54
suggested_milestones:
  [{"title":"Loan Balance Review","date":"2025-05-01","description":"Evaluate the current loan balance and explore refinancing options to reduce interest rates."},{"title":"Develop Emergency Fund","date":"2025-06-01","description":"Initiate monthly savings to establish an emergency fund covering at least three months of expenses."},{"title":"Loan Repayment Strategy","date":"2025-07-01","description":"Create a detailed plan to accelerate loan repayment by increasing monthly payments."},{"title":"Retirement Savings Plan","date":"2025-08-01","description":"Start contributing to a retirement savings account, aiming for a minimum of 5% of monthly income."},{"title":"Financial Health Check-up","date":"2025-12-01","description":"Review financial progress, reassess goals, and adjust financial plans accordingly."}]


# ai_risk_analysis

soc_code: 25-2022
career_name: Middle School Teachers
job_description: Teach one or more subjects to students at the middle, intermediate, or junior high school level.
tasks: [object Object]
risk_level: Moderate
created_at: 2025-05-29 13:08:05
reasoning:
  While AI automation may streamline certain tasks for middle school teachers, the complex nature of teaching and the need for human interaction and empathy make it unlikely to fully replace the role in the next 10 years. However, there may be some impact on administrative tasks and grading.


soc_code: 25-2012
career_name: Kindergarten Teachers
job_description: Teach academic and social skills to kindergarten students.
tasks: [object Object]
risk_level: Low
created_at: 2025-05-29 13:13:59
reasoning:
  AI automation in education is still in its early stages and may not fully replace the role of a kindergarten teacher in the next 10 years. The human touch and personalized instruction are crucial for young learners.


soc_code: 25-1081
career_name: Education Teachers, Postsecondary
tasks: [object Object]
risk_level: Moderate
created_at: 2025-05-29 13:18:04
job_description:
  Teach courses pertaining to education, such as counseling, curriculum, guidance, instruction, teacher education, and teaching English as a second language. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.

reasoning:
  While AI automation may streamline certain tasks like preparing course materials and grading exams, the complex nature of teaching and research in education may require human expertise and judgment. There is a moderate risk of job displacement or changes in the next 10 years.


soc_code: 29-1129
career_name: Music Therapists
tasks: [object Object]
risk_level: Low
created_at: 2025-05-29 13:18:15
job_description:
  Plan, organize, direct, or assess clinical and evidenced-based music therapy interventions to positively influence individuals' physical, psychological, cognitive, or behavioral status.

reasoning:
  The field of music therapy is highly specialized and relies heavily on human interaction and emotional connection, making it less susceptible to full automation in the next 10 years.


soc_code: 25-2031
career_name: Secondary School Teachers
job_description: Teach one or more subjects to students at the secondary school level.
tasks: [object Object]
risk_level: Moderate
created_at: 2025-05-29 13:18:23
reasoning:
  While AI automation may streamline administrative tasks for secondary school teachers, the complex and nuanced nature of teaching subjects to students requires human interaction and adaptability, which may limit the extent of automation in this field over the next 10 years.


soc_code: 25-1031
career_name: Architecture Teachers, Postsecondary
tasks: [object Object]
risk_level: Moderate
created_at: 2025-05-29 13:18:38
job_description:
  Teach courses in architecture and architectural design, such as architectural environmental design, interior architecture/design, and landscape architecture. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.

reasoning:
  While AI automation may streamline certain aspects of architectural education, the complex and creative nature of the field may limit the extent to which AI can fully replace human teachers in the next 10 years.


soc_code: 25-1124
career_name: Foreign Language & Literature Teachers, Postsecondary
tasks: [object Object]
risk_level: Moderate
created_at: 2025-05-29 13:18:45
job_description:
  Teach languages and literature courses in languages other than English. Includes teachers of American Sign Language (ASL). Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.

reasoning:
  While AI automation may streamline administrative tasks like record-keeping and grading, the nuanced and creative aspects of teaching languages and literature may still require human intervention. There may be concerns about job displacement or the impact on the quality of education.


soc_code: 25-3021
career_name: Self-Enrichment Teachers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-05-29 13:18:54
job_description:
  Teach or instruct individuals or groups for the primary purpose of self-enrichment or recreation, rather than for an occupational objective, educational attainment, competition, or fitness.

reasoning:
  As AI automation continues to advance, there is a moderate risk that self-enrichment teaching roles may be partially automated, leading to potential job displacement or changes in job responsibilities for individuals in this career field.


soc_code: 15-1252
career_name: Software Developers
tasks: [object Object]
risk_level: High
created_at: 2025-05-29 13:41:14
reasoning:
  As AI automation continues to advance rapidly, there is a high risk of job displacement for software developers in the next 10 years. It is crucial for professionals in this field to continuously upskill and adapt to stay relevant.


soc_code: 29-1122
career_name: Occupational Therapists
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-01 10:33:16
job_description:
  Assess, plan, and organize rehabilitative programs that help build or restore vocational, homemaking, and daily living skills, as well as general independence, to persons with disabilities or developmental delays. Use therapeutic techniques, adapt the individual's environment, teach skills, and modify specific tasks that present barriers to the individual.

reasoning:
  While AI automation has the potential to streamline processes and improve efficiency in occupational therapy, there may be concerns about job displacement and the need for ongoing training and adaptation to new technologies.


soc_code: 39-9011
career_name: Nannies
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-01 10:58:54
job_description:
  Care for children in private households and provide support and expertise to parents in satisfying children's physical, emotional, intellectual, and social needs. Duties may include meal planning and preparation, laundry and clothing care, organization of play activities and outings, discipline, intellectual stimulation, language activities, and transportation.

reasoning:
  As AI automation continues to advance in the childcare industry, there may be concerns about the potential impact on job security for nannies. However, the personalized and hands-on nature of childcare may still require human involvement for the foreseeable future.


soc_code: 15-1299
career_name: Blockchain Engineers
tasks: [object Object]
risk_level: High
created_at: 2025-06-01 11:52:54
job_description:
  Maintain and support distributed and decentralized blockchain-based networks or block-chain applications such as cryptocurrency exchange, payment processing, document sharing, and digital voting. Design and deploy secure block-chain design patterns and solutions over geographically distributed networks using advanced technologies. May assist with infrastructure setup and testing for application transparency and security.

reasoning:
  As AI automation continues to advance rapidly in the next 10 years, there is a high risk of potential security vulnerabilities and threats emerging in blockchain networks due to the complexity and interconnected nature of AI systems.


soc_code: 25-2022.00
career_name: Middle School Teachers
job_description: Teach one or more subjects to students at the middle, intermediate, or junior high school level.
tasks: [object Object]
risk_level: Low
created_at: 2025-06-08 13:16:57
reasoning:
  The role of Middle School Teachers involves complex interactions with students that require human empathy and understanding. AI automation may assist with administrative tasks but is unlikely to fully replace the need for human teachers in the next 10 years.


soc_code: 29-1129.02
career_name: Music Therapists
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-08 13:19:02
job_description:
  Plan, organize, direct, or assess clinical and evidenced-based music therapy interventions to positively influence individuals' physical, psychological, cognitive, or behavioral status.

reasoning:
  While AI automation may streamline certain tasks in music therapy, the human element and creativity involved in providing personalized therapy experiences may limit the extent of automation in this field over the next 10 years.


soc_code: 15-1252.00
career_name: Software Developers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-08 13:46:48
reasoning:
  As AI automation continues to advance rapidly, there is a moderate risk of job displacement for software developers in the next 10 years. However, the demand for skilled developers to create and maintain AI systems will likely remain high.


soc_code: 15-1299.07
career_name: Blockchain Engineers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-09 11:59:53
reasoning:
  As AI automation continues to advance rapidly, there is a moderate risk of job displacement for Blockchain Engineers in the next 10 years. However, the demand for skilled professionals in this field is also expected to grow, mitigating some of the risk.


soc_code: 17-1011.00
career_name: Architects
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-09 16:02:55
job_description:
  Plan and design structures, such as private residences, office buildings, theaters, factories, and other structural property.

reasoning:
  While AI automation may streamline certain tasks for architects, the complexity and creativity required in architectural design may limit the extent of automation in the industry over the next 10 years.


soc_code: 17-2071.00
career_name: Electrical Engineers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-09 16:05:11
job_description:
  Research, design, develop, test, or supervise the manufacturing and installation of electrical equipment, components, or systems for commercial, industrial, military, or scientific use.

reasoning:
  As AI automation continues to advance rapidly in the field of electrical engineering, there is a moderate risk of job displacement for certain roles that can be automated. However, the demand for skilled electrical engineers to design and oversee complex projects will remain high.


soc_code: 17-2072.00
career_name: Electronics Engineers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-09 16:11:39
job_description:
  Research, design, develop, or test electronic components and systems for commercial, industrial, military, or scientific use employing knowledge of electronic theory and materials properties. Design electronic circuits and components for use in fields such as telecommunications, aerospace guidance and propulsion control, acoustics, or instruments and controls.

reasoning:
  As AI automation continues to advance rapidly, there is a moderate risk of job displacement for Electronics Engineers in the next 10 years. However, the demand for skilled professionals in this field is expected to remain strong due to the complexity of the work involved.


soc_code: 17-3026.01
career_name: Nanotechnology Engineering Technologists & Technicians
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-09 16:57:51
job_description:
  Implement production processes and operate commercial-scale production equipment to produce, test, or modify materials, devices, or systems of unique molecular or macromolecular composition. Operate advanced microscopy equipment to manipulate nanoscale objects. Work under the supervision of nanoengineering staff.

reasoning:
  As AI automation continues to advance in nanotechnology engineering, there may be potential risks related to job displacement and the need for upskilling or reskilling of workers in this field.


soc_code: 27-2011.00
career_name: Actors
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-11 11:53:40
job_description:
  Play parts in stage, television, radio, video, or film productions, or other settings for entertainment, information, or instruction. Interpret serious or comic role by speech, gesture, and body movement to entertain or inform audience. May dance and sing.

reasoning:
  While AI automation may impact certain aspects of the acting industry, such as voiceover work or digital avatars, the creative and emotional depth required for acting roles may still require human actors for the foreseeable future.


soc_code: 19-3094.00
career_name: Political Scientists
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-11 12:02:07
job_description:
  Study the origin, development, and operation of political systems. May study topics, such as public opinion, political decisionmaking, and ideology. May analyze the structure and operation of governments, as well as various political entities. May conduct public opinion surveys, analyze election results, or analyze public documents.

reasoning:
  While AI automation may streamline certain tasks for Political Scientists, there is a risk of job displacement as AI technology advances. Political science requires critical thinking and analysis, which may be challenging for AI to fully replicate.


soc_code: 25-9031.00
career_name: Instructional Coordinators
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-13 14:06:04
job_description:
  Develop instructional material, coordinate educational content, and incorporate current technology into instruction in order to provide guidelines to educators and instructors for developing curricula and conducting courses. May train and coach teachers. Includes educational consultants and specialists, and instructional material directors.

reasoning:
  While AI automation can enhance instructional coordination tasks, there is a moderate risk of job displacement as AI technology advances. It is important for instructional coordinators to stay updated with technology and adapt to changes in the education sector.


soc_code: 11-9071.00
career_name: Gambling Managers
job_description: Plan, direct, or coordinate gambling operations in a casino. May formulate house rules.
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-13 14:06:21
reasoning:
  While AI automation can streamline operations and improve efficiency, there is a moderate risk of job displacement for Gambling Managers due to the potential for automation of tasks such as resolving customer complaints and tracking supplies.


soc_code: 15-1243.00
career_name: Database Architects
risk_level: Moderate
created_at: 2025-06-16 13:24:24
reasoning:
  As AI automation continues to advance, there may be job displacement for Database Architects. However, the demand for skilled professionals in this field is expected to remain strong, mitigating some of the risk.


soc_code: 11-1011.03
career_name: Chief Sustainability Officers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-17 13:00:30
job_description:
  Communicate and coordinate with management, shareholders, customers, and employees to address sustainability issues. Enact or oversee a corporate sustainability strategy.

reasoning:
  As AI automation continues to advance, there may be concerns about job displacement and the need for retraining in the sustainability field. However, the demand for sustainability officers is likely to remain strong due to increasing focus on environmental and social responsibility.


soc_code: 15-2021.00
career_name: Mathematicians
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-27 13:51:33
job_description:
  Conduct research in fundamental mathematics or in application of mathematical techniques to science, management, and other fields. Solve problems in various fields using mathematical methods.

reasoning:
  While AI can assist in data analysis and problem-solving, the unique creativity and abstract thinking of mathematicians remain difficult to replicate, leading to a moderate risk of job displacement.


soc_code: 17-1012.00
career_name: Landscape Architects
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-27 13:52:24
job_description:
  Plan and design land areas for projects such as parks and other recreational facilities, airports, highways, hospitals, schools, land subdivisions, and commercial, industrial, and residential sites.

reasoning:
  While AI can assist in design and planning, the creative and contextual understanding required for landscape architecture still relies heavily on human expertise and client interaction.


soc_code: 15-1221.00
career_name: Computer & Information Research Scientists
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-27 13:52:36
job_description:
  Conduct research into fundamental computer and information science as theorists, designers, or inventors. Develop solutions to problems in the field of computer hardware and software.

reasoning:
  As AI technology advances, the role of Computer & Information Research Scientists may evolve, leading to potential job displacement. However, the need for innovative solutions and human oversight in complex problem-solving will maintain demand for skilled professionals.


soc_code: 51-9194.00
career_name: Etchers & Engravers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-06-27 13:55:34
job_description:
  Engrave or etch metal, wood, rubber, or other materials. Includes such workers as etcher-circuit processors, pantograph engravers, and silk screen etchers.

reasoning:
  While AI can assist in design and quality inspection, the intricate manual skills required for etching and engraving may limit full automation. However, advancements in robotics could impact job availability.


soc_code: 15-2051.00
career_name: Data Scientists
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-02 12:26:29
job_description:
  Develop and implement a set of techniques or analytics applications to transform raw data into meaningful information using data-oriented programming languages and visualization software. Apply data mining, data modeling, natural language processing, and machine learning to extract and analyze information from large structured and unstructured datasets. Visualize, interpret, and report data findings. May create dynamic data reports.

reasoning:
  As AI technologies advance, data scientists may face challenges related to job displacement due to automation of routine tasks. However, the need for human expertise in interpreting complex data and ethical considerations will mitigate this risk.


soc_code: 53-2012.00
career_name: Commercial Pilots
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-03 13:59:14
job_description:
  Pilot and navigate the flight of fixed-wing aircraft on nonscheduled air carrier routes, or helicopters. Requires Commercial Pilot certificate. Includes charter pilots with similar certification, and air ambulance and air tour pilots. Excludes regional, national, and international airline pilots.

reasoning:
  While AI can assist in navigation and monitoring systems, the need for human judgment in dynamic environments and emergency situations keeps the risk of full automation moderate.


soc_code: 15-1211.00
career_name: Computer Systems Analysts
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:04:17
job_description:
  Analyze science, engineering, business, and other data processing problems to develop and implement solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions, improve existing computer systems, and review computer system capabilities, workflow, and schedule limitations. May analyze or recommend commercially available software.

reasoning:
  As AI technologies advance, the role of Computer Systems Analysts may evolve, requiring adaptation to new tools and methodologies. Automation could streamline tasks, but also lead to job displacement in some areas.


soc_code: 27-1027.00
career_name: Set & Exhibit Designers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:11:05
job_description:
  Design special exhibits and sets for film, video, television, and theater productions. May study scripts, confer with directors, and conduct research to determine appropriate architectural styles.

reasoning:
  While AI can assist in design and rendering, the creative and interpretive aspects of set design require human intuition and collaboration, limiting full automation potential.


soc_code: 41-9012.00
career_name: Models
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:11:21
job_description:
  Model garments or other apparel and accessories for prospective buyers at fashion shows, private showings, or retail establishments. May pose for photos to be used in magazines or advertisements. May pose as subject for paintings, sculptures, and other types of artistic expression.

reasoning:
  While AI can assist in modeling through virtual avatars and augmented reality, the human element of physical presence and emotional expression remains essential in fashion. However, advancements in AI could reduce demand for traditional modeling roles over time.


soc_code: 39-9032.00
career_name: Recreation Workers
tasks: [object Object]
risk_level: Low
created_at: 2025-07-07 12:11:29
job_description:
  Conduct recreation activities with groups in public, private, or volunteer agencies or recreation facilities. Organize and promote activities, such as arts and crafts, sports, games, music, dramatics, social recreation, camping, and hobbies, taking into account the needs and interests of individual members.

reasoning:
  AI can assist in organizing and promoting activities, but the personal interaction and human judgment required in recreation work remain essential, limiting automation risks.


soc_code: 43-9021.00
career_name: Data Entry Keyers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:12:25
job_description:
  Operate data entry device, such as keyboard or photo composing perforator. Duties may include verifying data and preparing materials for printing.

reasoning:
  While AI can automate data entry tasks, the need for human oversight in verifying accuracy and handling complex data will maintain a demand for skilled workers. However, efficiency improvements may reduce job opportunities over time.


soc_code: 27-2042.00
career_name: Musicians & Singers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:18:16
job_description:
  Play one or more musical instruments or sing. May perform on stage, for broadcasting, or for sound or video recording.

reasoning:
  While AI can assist in music composition and production, the unique emotional expression and live performance aspects of musicians and singers are difficult to replicate, maintaining a demand for human talent.


soc_code: 47-2043.00
career_name: Floor Sanders & Finishers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:23:38
job_description:
  Scrape and sand wooden floors to smooth surfaces using floor scraper and floor sanding machine, and apply coats of finish.

reasoning:
  While automation may enhance efficiency in floor sanding and finishing, the need for skilled craftsmanship and attention to detail in unique spaces will likely preserve job opportunities, albeit with potential shifts in required skills.


soc_code: 39-5094.00
career_name: Skincare Specialists
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:23:47
job_description:
  Provide skincare treatments to face and body to enhance an individual's appearance. Includes electrologists and laser hair removal specialists.

reasoning:
  While AI can assist in skin analysis and treatment recommendations, the personal touch and expertise of skincare specialists remain essential. Automation may reduce demand for routine tasks but won't fully replace the human element in client interactions and customized care.


soc_code: 27-1014.00
career_name: Special Effects Artists & Animators
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:23:54
job_description:
  Create special effects or animations using film, video, computers, or other electronic tools and media for use in products, such as computer games, movies, music videos, and commercials.

reasoning:
  While AI can assist in automating certain tasks like basic design and animation, the creative and nuanced aspects of special effects and animation still require human judgment and creativity, which limits full automation.


soc_code: 21-2011.00
career_name: Clergy
tasks: [object Object]
risk_level: Low
created_at: 2025-07-07 12:24:01
job_description:
  Conduct religious worship and perform other spiritual functions associated with beliefs and practices of religious faith or denomination. Provide spiritual and moral guidance and assistance to members.

reasoning:
  AI may assist in administrative tasks but cannot replicate the personal, emotional, and spiritual connection essential to clergy roles. Human interaction remains vital in spiritual guidance.


soc_code: 37-3011.00
career_name: Landscaping & Groundskeeping Workers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:24:13
job_description:
  Landscape or maintain grounds of property using hand or power tools or equipment. Workers typically perform a variety of tasks, which may include any combination of the following: sod laying, mowing, trimming, planting, watering, fertilizing, digging, raking, sprinkler installation, and installation of mortarless segmental concrete masonry wall units.

reasoning:
  While automation can assist with tasks like mowing and planting, many landscaping jobs require human judgment and creativity. However, advancements in robotics and AI may reduce the need for manual labor in the coming years.


soc_code: 27-2041.00
career_name: Music Directors & Composers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:32:20
job_description:
  Conduct, direct, plan, and lead instrumental or vocal performances by musical artists or groups, such as orchestras, bands, choirs, and glee clubs; or create original works of music.

reasoning:
  While AI can assist in composition and performance analysis, the nuanced creativity and emotional depth required in music direction and composition are challenging to replicate, maintaining a demand for human expertise.


soc_code: 27-1022.00
career_name: Fashion Designers
job_description: Design clothing and accessories. Create original designs or adapt fashion trends.
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 12:43:57
reasoning:
  While AI can assist in design and trend analysis, the creative and subjective nature of fashion design limits full automation. Designers will still be needed for unique concepts and personal expression.


soc_code: 27-2021.00
career_name: Athletes & Sports Competitors
job_description: Compete in athletic events.
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 13:11:35
reasoning:
  While AI can enhance performance analysis and training, the human element of competition and personal coaching remains essential. However, advancements in AI could disrupt traditional roles and training methods over the next decade.


soc_code: 51-7021.00
career_name: Furniture Finishers
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 13:18:04
job_description:
  Shape, finish, and refinish damaged, worn, or used furniture or new high-grade furniture to specified color or finish.

reasoning:
  While AI can assist in design and finishing processes, the craftsmanship and attention to detail required in furniture finishing are difficult to automate fully. However, advancements in AI tools may reduce the demand for manual labor over time.


soc_code: 35-2013.00
career_name: Cooks, Private Household
job_description: Prepare meals in private homes. Includes personal chefs.
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 13:34:05
reasoning:
  While AI can assist in meal planning and recipe suggestions, the personal touch and customization required in private households limit full automation. However, advancements in kitchen robotics could impact job availability.


soc_code: 29-1129.01
career_name: Art Therapists
tasks: [object Object]
risk_level: Low
created_at: 2025-07-07 13:58:12
job_description:
  Plan or conduct art therapy sessions or programs to improve clients' physical, cognitive, or emotional well-being.

reasoning:
  Art therapy relies heavily on human empathy, creativity, and personal interaction, which are difficult for AI to replicate. While AI can assist with administrative tasks, the core therapeutic relationship remains human-centric.


soc_code: 27-1011.00
career_name: Art Directors
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-07 14:28:37
job_description:
  Formulate design concepts and presentation approaches for visual productions and media, such as print, broadcasting, video, and film. Direct workers engaged in artwork or layout design.

reasoning:
  While AI can assist in design tasks and streamline workflows, the creative and subjective nature of art direction requires human intuition and emotional understanding, which AI may struggle to fully replicate.


soc_code: 19-3041.00
career_name: Sociologists
tasks: [object Object]
risk_level: Moderate
created_at: 2025-07-10 15:59:37
job_description:
  Study human society and social behavior by examining the groups and social institutions that people form, as well as various social, religious, political, and business organizations. May study the behavior and interaction of groups, trace their origin and growth, and analyze the influence of group activities on individual members.

reasoning:
  While AI can assist in data analysis and report generation, the nuanced understanding of human behavior and social dynamics requires human insight, limiting full automation. However, reliance on AI tools may reduce job opportunities in data collection and preliminary analysis.


soc_code: 19-1021.00
career_name: Biochemists & Biophysicists
tasks: [object Object]
risk_level: Low
created_at: 2025-07-10 16:18:16
job_description:
  Study the chemical composition or physical principles of living cells and organisms, their electrical and mechanical energy, and related phenomena. May conduct research to further understanding of the complex chemical combinations and reactions involved in metabolism, reproduction, growth, and heredity. May determine the effects of foods, drugs, serums, hormones, and other substances on tissues and vital processes of living organisms.

reasoning:
  AI can assist in data analysis and literature review but lacks the nuanced understanding and creativity required for original research and complex problem-solving in biochemistry and biophysics.


