Datasets:

daniel-jurado
/

job-title-classification-dataset

description stringlengths 2 31.5k	title stringlengths 1 191
Job description A leading real estate firm in New Jersey is seeking an administrative Marketing Coordinator with some experience in graphic design You will be working closely with our fun kind ambitious members of the sales team and our dynamic executive team on a daily basis This is an opportunity to be part of a fast...	marketing coordinator
At Aspen Therapy and Wellness we are committed to serving clients with best practices to help them with change improvements and better quality of life We believe in providing a secure supportive environment to grow as a clinician and learn how to foster longevity in the career which is part of our mission statement Tha...	mental health therapist counselor
The National Exemplar is accepting applications for an Assistant Restaurant Manager We offer highly competitive wages healthcare paid time off complimentary dining privileges and bonus opportunities We are a serious professional long standing neighborhood restaurant with over years of service If you are looking for a l...	restaurant manager
Senior Associate Attorney Elder Law Trusts and Estates Our legal team is committed to providing each client with quality counsel innovative solutions and personalized service Founded in the firm offers the legal expertise of its attorneys who have accumulated experience and problem solving skills over decades of practi...	trust and estate attorney
Looking for HVAC service tech with experience in commerical and industrial equipment Minimum yrs on the job with mechanical license Winger is a full line union mechanical business with Piping plumbing sheet metal and service	service technician
Job summary The Economic Development Planning Intern will provide valuable support to the Economic Development Planning team with a specific focus on urban planning and transportation initiatives during the upcoming summer semester This role is ideal for a local graduate or undergraduate student with a keen interest in...	planner
Company Description Raw Cereal is a creative design agency specializing in live interactive corporate and installation based entertainment Our mission is to push boundaries and create unique and immersive experiences for our clients We pride ourselves on our end to end creative services and cutting edge use of technolo...	producer
At Children s the region s only full service pediatric healthcare center our people make us the very best for kids Come cultivate your passion purpose and professional development in an environment of excellence and inclusion where team members are supported and deeply valued Opportunities for career growth abound as w...	respiratory therapist
It is an exciting time to be a part of our church We are looking for the right energetic leader to join the mission to make disciples for Jesus in Palm Bay Florida and beyond What type of candidate are we looking for This best fit for the position will lead our worship team to creatively craft meaningful inspiring musi...	worship leader
Glastender Inc is a family owned manufacturer of commercial bar and restaurant equipment known for its high quality products and innovative solutions With a strong commitment to the customer experience Glastender has been serving the industry for over years providing establishments with state of the art equipment and e...	customer service
PGAV Destinations is seeking a self motivated and highly creative individual with a good understanding of the technical aspects of architecture The candidate must be able to learn quickly be collaborative have a strong work ethic and be able to execute or work on multiple projects simultaneously This team member would ...	architect
FULL JOB DESCRIPTION PROGRAM DIRECTOR Appalachian Highlands Women s Business Center Kingsport Tennessee Department Kingsport Office of Small Business Development Entrepreneurship KOSBE Reports to Chief Business Development Officer Kingsport Chamber KOSBEDirect Reports App H WBC Staff Type of Position Director Work Sche...	women s business center
Universal Structural Engineers is seeking a structural engineer with or without a P E license who is self motivated and willing to thrive with every new challenge Our firm designs a diverse range of projects from new schools to seismic retrofit to government buildings in Japan Emphasis is placed on an innovative intera...	structural engineer
A leading pharmaceutical company committed to developing and commercializing innovative and high quality medicines that improve the lives of patients is now hiring for a Senior Product Marketing Manager This role will be responsible for developing and executing marketing strategies for one or more pharmaceutical produc...	product marketing manager
Company Description Osteo Strong is not a gym diet supplement pharmaceutical or a medical treatment Osteo Strong is a unique place where you can go to improve your overall health by focusing on the one thing we all have in common a skeletal system The skeletal system is the foundation for your body and provides more th...	osteogenic loading coach
Job Title Administrative Coordinator Organization Cleveland Kids Book Bank Location Mid Town Cleveland Warehouse Position Type F T hours per week Hourly Rate Schedule Monday Friday am pm Reports to Executive Director Supervises None Description The Cleveland Kids Book Bank seeks an Administrative Coordinator who will p...	administrative coordinator
Sentinel Limousine of East Providence RI is a family owned business that was established in We are seeking a Second Shift Customer Service Representative for our local office Job Description The Customer Service Reservationist is responsible for booking coordinating and securing ground transportation itineraries for ou...	customer service reservationist
Application opening date April Title Content Writer Classification Exempt Band Description Specialist Supervisor Director of Communications Position Summary The Content Writer develops and disseminates impactful written content for United Methodists of EPA and GNJ supporting our mission to recruit and equip transformat...	content writer communications
WORK SWShannon Waltchack SW is seeking a Commercial Property Manager to manage a portion of its commercial real estate portfolio ABOUT SWAt SW We Help People our clients investors and tenants maximize value build wealth see the future cultivate relationships and make great real estate decisions Our experienced team is ...	controller
We are seeking a qualified Physician Assistant or Nurse Practitioner with a minimum of years of practical experience in primary care settings The ideal candidate will join our team in the vibrant Chamblee Atlanta area This position offers flexible employment options including both part time and full time opportunities ...	physician assistant
Why Work Here We re a growing holistic health clinic with a passionate dedicated team of supportive down to earth spiritually minded humans Read our story Position Description Tamara TCM Acupuncture Herbs the leading Traditional Chinese Medicine TCM center in Northwest Ohio is excited to invite applications for a dedic...	licensed acupuncturist
Education Bachelor's degree in software math or science required Job Skills Analytical skills group work knowledge of intended audience understanding of different roles	software engineer
Sheet metal fabricator for in house shop Welding soldering skills are very helpful Insulated shop To form fabricate custom metal trim gutters downspouts etc for use in our construction projects Paid weekly	sheet metal fabrication technician
About Us We are a small friendly personal injury law firm located in downtown Stuart Florida Committed to providing excellent service and quality representation to our clients we pride ourselves on our friendly and compassionate approach Our team values going the extra mile for our clients embracing innovation maintain...	personal injury attorney
NPE Exhibition Event Worker Date Mon Fri days Show Times Last day will close at Location OCCC Orange County Convention Center International Drive Orlando FL Work Content Hand out flyers ask visitors to fill in inquiry forms we have daily goals and collect business cards Number of required workers people Language Englis...	event management coordinator
Job Description GOYT is seeking a skilled and motivated Remote Software Developer specializing in PHP to join our dynamic team As a key member of our development team you will play a crucial role in iterating and enhancing our product to drive the growth of our company This is an equity based role Responsibilities Deve...	software engineer
Morlen Capital Advisors a boutique commercial mortgage brokerage firm is actively looking for an experienced Mortgage Loan Coordinator to join our growing company here in Morristown NJ If you are motivated have a proven ability to multi task while remaining extremely organized and have a hands on approach then MCA may ...	loan officer
Looking for a General Laborer for our real estate property management team Must have a positive attitude work with little supervision demonstrated work history of acceptable attendance and punctuality and availability to lift lbs As a General Laborer you will perform a wide range of duties within the company but not li...	general laborer
HCC is looking to hire professional and experienced private swim instructors to teach swim lessons to our members at club pool We supply the clients you set your own schedule Must have the ability to work mornings Conduct private and small group swim lessons Instructor must have their CPR certification Earn up to hr In...	swim instructor
The Administrative Assistant will organize and coordinate program administration and procedures to ensure organizational effectiveness efficiency and safety for a small but growing nonprofit This hybrid role entails remote and in office work primarily based in Woburn occasional time in Medford and some travel throughou...	administrative assistant
Company Description Pierce Refrigeration is a full service HVAC and commercial refrigeration company located in West Bridgewater MA With over years of experience we specialize in selling installing and repairing heating systems including gas and oil furnaces heat pumps and hybrid heat Our services also include central ...	service construction technician
Description Legal secretary assistant needed for national litigation group of Fortune company Competitive salary and superior benefits offered We represent one of the country s leading title insurance companies major institutional lenders and property owners in real estate litigation matters Successful candidates shoul...	legal secretary
ABME a leader in corporate event planning is looking for multiple positions including sales delagate aquisition sales support and more Ability and willingness to travel a must years experience required Work from home Great bonus structure and abiltybto make k plus immediately	salesperson
We currently need the following team members at GRAYLING NURSING AND REHABILITATION COMMUNITY in GRAYLING MICHIGAN Registered Nurse RN st Shift SIGN ON BONUS rd Shift SIGN ON BONUS Atrium Centers Be a light to all residents their families and team members Our mission is to serve as a bright light in the lives of our re...	registered nurse
About Revesco Properties Revesco Properties is a boutique commercial real estate investment development and management firm headquartered in Denver CO Revesco operates under three primary business units Revesco Properties Revesco Properties Trust and Elitch Gardens The River Mile Development Revesco Properties speciali...	marketing office coordinator
Are you driven by the thrill of solving problems and offering unparalleled support Do you thrive in environments that challenge you and push you to grow My client is at the forefront of Spectrum Engineering and Management and are on the lookout for a dynamic Software Support Specialist to join their team If you are goa...	software support specialist
The Coordinator serves as the principal advisor to the ASWSU Senate committees and functions associated The ASWSU Advisor will be knowledgeable of procedures and practices pertaining to the ASWSU Constitution and By laws as well as University procedures The ASWSU Advisor s duties will include but are not limited to cha...	coordinator for multicultural student organizations
Job Summary We are seeking a skilled Production Planner with a background in Food Technology to oversee our production processes and ensure efficient and effective manufacturing operations The Production Planner will be responsible for ensuring the production schedule is optimized materials are available when needed an...	production planner food technologist
Job duties To recover oocytes from follicular aspirates to prepare spermatozoa used to fertilize these oocytes using intracytoplasmic sperm injection ICSI technique to culture the resulting embryos to use micromanipulation to assist the embryos in hatching and to perform trophectoderm biopsy and to assist the physician...	embryologist
The Chief Operations Officer COO position is an excellent opportunity for a highly motivated mission focused leader in operations The COO is a key member of FBA s management team responsible for the effective functioning of FBA s operations including the warehouse trucks and drivers facilities and equipment This positi...	chief executive officer
Big Island firm seeks associate ready for a change Our Kailua Kona firm has a fantastic opportunity for a civil litigation associate interested in the full scope of litigation Want to see your career grow and be mentored to handle all aspects of litigation Want to have reasonable billable hours and be encouraged to enj...	attorney
Service and installation of HVAC equipment rooftop units VRF sustems PTAC units duct installation ductless mini split control wiring VFD set up piping brazing blue prints communication and team work	hvac technician
Full job description Summary Works with branch team and members by telephone in person email and mail to provide a positive member experience This is an outside sales business development role as the External Mortgage Loan Officer attends functions or networking events outside of the office to promote and cross sell va...	mortgage loan officer
Candidate is required to have a valid professional home inspector's license driver's license reliable vehicle current automobile insurance a good driving record Internet access and a cell phone A full background check is required for employment We provide generous compensation benefits tools equipment software E O insu...	housing manager
SUMMARY Manages operation and supervises all departmental distribution clinical and educational activities plans controls coordinates and measures the work of the department ESSENTIAL FUNCTIONS Manages staff interviews hires and trains evaluates employee performance deals with performance problems as appropriate delega...	manager retail pharmacy
Gordon Partners www gordonpartners com is seeking a committed individual who is willing to continue to grow our portfolio of owned and managed properties Gordon Partners is a long term holder of real estate and has set a pace to add properties each year and is continuing the growth strategy The position will work direc...	commercial property manager
Business Telecommunications Managed Networks low voltage wiring company Hiring sales positions both inside telephone sales and outside sales positions available Compensation depending on experience	sales
Growing boutique law firm seeks a transactional attorney with years of relevant experience Based in New York City we are a close knit firm with a nationally recognized franchise and business law practice and an active litigation department We are currently looking to hire a bright and motivated transactional associate ...	transactional attorney
Company Description Kate Meadows Writing and Editing Services LLC offers ghostwriting editing and coaching services to clients across the United States Based in the South Dakota Black Hills our mission is to help our clients build their stories bring their ideas to life and reach more people Role Description We are see...	blog writer and virtual assistant
About Tracker Tracker is a leading global cloud based Recruitment Applicant Tracking and CRM software provider serving the Recruitment Industry Our culture of Relationships First keeps us focused on building a platform that helps recruitment firms build better businesses by building better relationships We also bring t...	marketing specialist
OVERVIEW Poshi LLC Poshi is a healthy food company providing shelf stable all natural snacks and culinary solutions through retail and food service Having received recognitions and awards internationally we are currently selling our brands and products mainly in North America and Europe Our portfolio of brands includes...	sales natural food products
nbsp Job description Turner Hydraulics Inc is seeking a salesperson for the central PA area to promote and sell Hydraulic Repair Parts and Services Visit our facility to learn about the variety of services and products that can make your career successful JOB DESCRIPTIONWe are seeking a motivated individual to join our...	industrial sales representative
We are seeking a dynamic and experienced Interior Designer to join our team In this role you will be responsible for driving sales of our custom products to clients in the high end residential multi family and hospitality industry including hotels resorts restaurants and other commercial establishments As an integral m...	national sales manager
We are looking for a Rep to manage our Reps in different States and set up new Reps The description of our products is below The managed Reps should be set up in our system instructed on how to offer our products to local dealers and then followed up on their activity For the function of the Rep's management we pay a c...	reps manager
Montessori Primary Early Childhood Lead Guide for School Year Founded in Athena Montessori Academy is a private Montessori preschool in central Austin We are seeking a Montessori trained credentialed and experienced Lead Guide for an established Primary classroom to join our team of supportive Lead Primary guides Ideal...	preschool teacher
Job Posting Service and Training Director Company Fine Dining Restaurant Group in New York Position Service and Training Director Location New York NY Multiple Locations Salary Range per year About Us We are a distinguished fine dining restaurant group based in New York committed to delivering exceptional culinary expe...	director of training
Responsibilities Oversees and manages all aspects of daily office operations Supervises and trains office staff to ensure efficient and effective performance Develops and implements office policies and procedures to maintain a productive work environment Assists with Administrative tasks such as managing the company s ...	office manager
Exciting Opportunity Alert no previous experience required Are you a social media enthusiast looking to turn your passion into profit Look no further We're on the hunt for talented individuals to join our team as Social Media Coordinators Position Social Media Coordinator Company bagel boss Location Remote Work from an...	social media marketer
Role Equity Capital Markets Associate for Institutional Sales Coverage Duties will include Candidate will develop and seek new Institutional buy side relationships Candidate will support senior members on Non deal and deal roadshows Candidate to work closely with senior members on book building and seeking demand for a...	equity institutional sales position
Neuro Just and Bio Just are growing and we re looking for someone special to join our New Orleans team as a Front Desk Administrator Responsibilities Skills Assist medical staff in daily clinic operations Greet current and prospective patients at the front desk Assisting patients with onboard process and intake forms A...	front desk administrator
Do you have a background in the Social Security realm Do you love helping people Are you organized and enjoy being on the phone Do you quickly connect with others and build trust in relationships If so The Medicare Coach is ready to hire you for their rapidly expanding company The Medicare Coach uses their expertise to...	social security specialist retirement benefit advisor remote
JOB OVERVIEW The BCBA will provide support to individuals and their families by coordinating and providing services in Applied Behavior Analysis function analyses and assessment behavior acquisition and reduction procedures and adaptive life skills A BCBA will also oversee the programming of associate behavior analysts...	board certified behavior analyst
Position Lead Installer with BWE Home Theater Company Overview Join our team at BWE Home Theater a leading provider of home theater solutions committed to delivering exceptional audiovisual experiences to our clients We specialize in designing installing and maintaining cutting edge home entertainment systems creating ...	auto glass installation technician
Job Position Registered Nurse per hour Location Murrieta CA Pay Rate hr Shift AM NOC T T is seeking an ER Registered Nurse to join our team We have Per Diem and Contract opportunities available with ASAP Starts being offered at some of the top rated Acute Care facilities in the Inland Empire Responsibilities Assessment...	med rn er
Williams Lea is hiring for a Workflow Coordinator Hospitality for our San Antonio office to work Monday to Friday am to pm with some evenings for events Pay hour Benefits Various health insurance options wellness plans Medical Dental Vision Prescription Drug k Retirement Savings Plan Including Employer Match Paid Time ...	workflow coordinator mon fri
Hiring for May Join Bartlett Roofing on our bold mission to revolutionize the Roofing and Construction industry as we transition away from traditional high pressure sales tactics in favor of our solutions oriented consultative approach Bartlett Roofing in residential and commercial storm damage restoration we collabora...	sales representative
Pay Range Hour By using the Go Tu app you can find local temporary and permanent opportunities and get peace of mind with guaranteed payment Our platform allows hygienists to work when they want where they want and for how much they want Whether you're looking to find your forever job get some extra cash for that upcom...	dentist
Integrity is one of the nation s leading independent distributors of life health and wealth insurance products With a strong insurtech focus we embrace a broad and innovative approach to serving agents and clients alike Integrity is driven by a singular purpose to help people protect their health and wealth so they can...	analyst
About Revature Revature is one of the largest and fastest growing employers of emerging technology talent across the U S As a Revature Oracle Financial Technology Associate you will have the opportunity to gain valuable experience and learn tailored skills to become an important effective engineer for a Fortune company...	oracle financial technology consultant
We're growing Caffeinate Your Career at MZB As one of the largest coffee roasters in North America you will have an important role helping us reach millions of coffee drinkers daily Position Summary This is highly skilled position requiring mechanical and electrical work in the maintenance and repair of light to medium...	maintenance mechanic
Integrity is one of the nation s leading independent distributors of life health and wealth insurance products With a strong insurtech focus we embrace a broad and innovative approach to serving agents and clients alike Integrity is driven by a singular purpose to help people protect their health and wealth so they can...	trade review
HIRING IMMEDIATELY Sign On Bonus OPEN INTERVIEWS EVERY TUESDAY THURSDAY FROM PM NO APPLICATION NEEDED Located at North Warson Road St Louis MO As a Mover Junk Hauler for College Hunks Hauling Junkand College Hunks Moving you are the first point of contact for clients on the job Go out of your way to be friendly to ever...	mover junk hauler crew member
Seeking an experienced CAD CAM Designer for Dental Lab Dental Fixed Anterior Implants Compensation Range Up to hour depending on level of skill experience and ability Eligible for up to relocation expense reimbursement Medical Dental Vision KPTO Schedule Full Time am pm Monday Friday with a one hour lunch Description R...	dentist
Location Hanover PA US Citizenship Required About SKF SKF has been making the world spin since SKF is an industry leading manufacturer dedicated to a culture of belonging where our people flourish in an equitable environment that promotes leadership development and career growth SKF bearings played an integral role in ...	production manager
CUSTOMER SERVICE REPRESENTATIVE We are looking for someone with a great attitude a grateful demeanor and a professional appearance that loves to help people This is a unique opportunity to grow personally and professionally on a winning team with an incredible service oriented culture It is rare that we have an opening...	customer service representative
Reports To Director of Operations SUMMARY The Associate Planner will be responsible for the operational planning according to demand requirements and inventory guidelines You will be the one to ensure our goods are produced on time for distribution in a profitable manner An excellent associate planner is versed in fore...	planner

End of preview. Expand in Data Studio

SIRTAR Job classification Dataset

This is a fusion of three known Kaggle datasets, added tons of preprocessing in the middle. These are the following:

LinkedIn Job Postings (2023-2024) [1]: https://www.kaggle.com/datasets/arshkon/linkedin-job-postings
Indeed Job Postings: https://www.kaggle.com/datasets/spandanakalakonda/job-postings
Jobstreet Job Postings: https://www.kaggle.com/datasets/azraimohamad/jobstreet-all-job-dataset

This dataset is used for the training of the new line (v1) of text classification encoder-only LLMs found here:

Preprocessing

Reduced title complexity from 108,959 to 56,808 by clustering 27,251 samples in 386 unique groups using OPTICS algorithm with neighborhood ratio of 0.7 and 31-nearest neighbours. Noise is not considered bad here as it can be just standalone far too used titles.
Removed several noise data.
Removed job offers written in caligraphies other than roman for both titles and descriptions.
Deduplicated offers.
Reformated job titles, excluding any Organization, dates, salaries and Location names (using the dymium/Dymium-NER-v1 NER Model) also including noisy words. Still there are bad suffixes that harm clustering results as "sign-on bonus".
Removed badly formatted characters, most of stops and numbers.

How to get the dataset

linkedin_jobposts_dataset = load_dataset("daniel-jurado/job-title-classification-dataset")

Attribute

This is a scholarly work. I find no reason to restrict this model from its usage. You can freely use and fine-tune this on your way. If you find this project enough interesting, you can either cite my work or my repository. There might be a research paper in the future.

Scholarly BibteX cite (SPANISH)

Not available because Master dissertation's not approved nor defended yet.

Scholarly APA Cite (SPANISH)

Not available because Master dissertation's not approved nor defended yet.

Cites

Koneru, A. (2024). LinkedIn Job Postings (2023 - 2024), 13. doi:10.34740/KAGGLE/DSV/9200871

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Models trained or fine-tuned on daniel-jurado/job-title-classification-dataset

daniel-jurado/mRoBERTa-fine-tuned-for-job-classification-v1-lite

Text Classification • 0.3B • Updated Jul 22 • 8