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config.yaml
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tasks:
- operation: "categorize"
context: "What is your job title?"
input_file: "random_job_titles.csv"
output_file: "job_title_processed.csv"
data_column: "job_title"
model: "gpt-3.5-turbo-16k"
batch_size: 50
id_column: "id"
subcategories:
- name: Executive Leadership
description: Roles at the senior-most level of an organization, responsible for overall strategic direction and decision-making.
- name: Management
description: Roles responsible for overseeing and directing teams or departments within an organization to achieve specific goals and objectives.
- name: Specialist
description: Roles that require specific expertise or skills in a particular field or area of specialization.
- name: Support & Admin
description: Roles that provide administrative, operational, or logistical support to various departments or individuals within an organization.
- name: Sales & Customer Service
description: Roles focused on generating sales, building customer relationships, and providing excellent customer service.
- name: Insurance
description: Roles related to the insurance industry, such as underwriters who assess and manage risks, insurance agents who sell insurance policies, risk managers who identify and mitigate potential risks, etc.
- name: Marketing & Communications
description: Roles involved in creating and implementing marketing strategies, managing brand development, and handling internal and external communications.
- name: Franchise Development
description: Roles dedicated to the growth and development of franchise networks, including franchise recruitment, support, and operations.
- name: Legal & Research
description: Roles that involve legal administration, compliance, and research activities within organizations.
- name: Human Resources
description: Roles focused on managing the human resources function, including employee relations, recruitment, training, and development.
- name: Finance & Accounting
description: Roles involved in financial management, budgeting, accounting, and financial reporting within an organization.
- name: Operations
description: Roles responsible for overseeing and managing day-to-day operations, ensuring efficiency and effectiveness in delivering products or services.
- name: Training & Development
description: Roles focused on designing and delivering training programs, developing employee skills, and supporting professional development initiatives.
- name: Other
description: Any role that does not fit into one of the other categories mentioned above.
- operation: "normalize"
input_file: "denormalized_data.csv"
output_file: "normalized2.csv"
data_column: "text"
model: "gpt-3.5-turbo-16k"
batch_size: 50
id_column: "id"
- operation: "enrich"
input_file: "random_job_titles.csv"
output_file: "enriched_data.csv"
data_column: "job_title"
model: "gpt-3.5-turbo-16k"
batch_size: 50
id_column: "id"