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AI LinkedIn Job Matcher

This project is an Apify actor designed to help job seekers find the most relevant job postings on LinkedIn by using NLP and OpenAI's GPT-4. It analyzes job descriptions, matches them to resumes, and ranks opportunities by relevance. Automate your job search, save time, and discover the best career matches easily!

Features

• Scrapes LinkedIn job postings based on user-provided search queries and location.
• Analyzes job descriptions using GPT-4 and matches them to resumes.
• Ranks job opportunities based on their relevance to the resume.
• Customizable to search for specific job titles and locations.
• Saves time by automating the job search process.

How to get your OpenAI API Key

Input Configuration

The actor accepts the following inputs:

1{
2    "query": "Software Engineer",
3    "location": "Australia",
4    "resume": "Your resume content here",
5    "max_results": 50
6}

Input Fields

Field	Type	Description	Default Value
query	String	Job title or keyword for the search. Example: "Software Engineer".	"Software Engineer"
location	String	Desired job location. Example: "Australia".	"Sydney, NSW, Australia"
resume	String	Your resume content to match against job descriptions. Just Copy and Paste Your Resume Text.	""
max_results	Integer	Maximum number of job postings to retrieve.	50

You will also need to include you OpenAI API Key in the input follow the video tutorial above. As far as costs I ran this tool 107 times when testing it with 100 results per run it has cost me in total Aud $0.40 so half a dollar.

Usage

Running on Apify

1. Deploy the actor to your Apify account.
2. Use the input schema to configure the job query, location, resume, and maximum results.
3. Run the actor.

Data Output

The actor outputs a JSON file containing the following fields for each job posting:

Field	Description
job_title	Title of the job listing.
company	Company offering the job.
location	Location of the job.
description	Detailed job description.
score	Relevance score based on resume matching.
url	URL to the job posting on LinkedIn.

Example Output

1[
2    {
3        "role": "Youth Worker (Family Based Care). Casual ? Dubbo",
4        "rank": 1,
5        "score": 85,
6        "listDate": "2025-01-21",
7        "description": "About The Role\nEvery day, Life Without Barriers provides support and care to children and young people, as we work collaboratively with families, carers, and communities, to ensure they have the environment they deserve to grow. With a focus on ensuring safety and respect, this is an opportunity to make a positive and meaningful difference in these young lives and help pave a brighter future.\nWe are recruiting for a Youth Worker to join our Dubbo team on a casual basis. As a Youth Worker, you will be responsible for monitoring family visits between children and their families. From time to time, you may also be required to provide youth work, transportation or mentoring to children. The shift pattern is across 7 days and will including morning shifts, afternoons/evenings, and weekends.\nWe are looking to run interviews for this position between 13th and 17th of January .\nClick here to view more detail / apply for Youth Worker (Family Based Care). Casual ? Dubbo\n\n\n\n\n\n\n\n        \n            Show more\n          \n\n          \n\n\n\n\n\n\n\n        \n            Show less",
8        "listingLink": "https://au.linkedin.com/jobs/view/youth-worker-family-based-care-casual-%3F-dubbo-at-workforce-australia-for-individuals-4131413516?position=10&pageNum=0&refId=RzSefXB1C%2FyciVg9U%2FgKfw%3D%3D&trackingId=hZGOTuFkjUeZOuZpvoljqg%3D%3D",
9        "location": "Dubbo, New South Wales, Australia",
10        "organisation": "Workforce Australia for Individuals"
11    },
12    {
13        "role": "Family Contact Worker ? Parkes.",
14        "rank": 2,
15        "score": 75,
16        "listDate": "2025-01-16",
17        "description": "Join us in making a difference in the outcome of our children's lives. Our Lifestyle Solutions values drive our day-to-day behavior across our many group homes and all the locations in which we operate. They are the common threads that drive who we are, what we stand for and believe in, and how we care for, service, and support our customers. We believe all people are equal. We believe that everyone in society should be provided equal opportunity and equal respect and if you believe that too, then this is the organization for you.\nFamily Contact Worker position - shift work - morning, afternoon and potential for overnights. \nParkes office base with travel to carers homes and other locations as required to supervise family contacts \nA great path to start your career in Out of Home Care \nThis position will involve travel to the\nClick here to view more detail / apply for Family Contact Worker ? Parkes.\n\n\n\n\n\n\n\n        \n            Show more\n          \n\n          \n\n\n\n\n\n\n\n        \n            Show less",
18        "listingLink": "https://au.linkedin.com/jobs/view/family-contact-worker-%3F-parkes-at-workforce-australia-for-individuals-4125867885?position=1&pageNum=0&refId=RzSefXB1C%2FyciVg9U%2FgKfw%3D%3D&trackingId=QJgevzZUmaXpBRM0J9fWDQ%3D%3D",
19        "location": "Dubbo, New South Wales, Australia",
20        "organisation": "Workforce Australia for Individuals"
21    },
22    {
23        "role": "Educator",
24        "rank": 3,
25        "score": 75,
26        "listDate": "2025-01-06",
27        "description": "The Opportunity \nAre you an experienced Certificate III or Diploma qualified Educator looking to join a phenomenal team of exceptional, qualified Early Childhood professionals and be supported and encouraged to excel and further develop your Early Childhood career?\nDo you want to be valued and appreciated for your hard work?\nCommunity Kids Dubbo Centre is offering an exceptional candidate a Casual Educator role within our fun-loving, supportive team. You will be a passionate, dedicated professional who strives to build and maintain an outstanding learning environment for our children.\nAbout Us\nOur children enjoy delightful indoor and outdoor play areas, rooms equipped with the latest age-appropriate technology and learning resources, and a range of activities.\nAt capacity our centre caters for up to 40 children with operating hours from 7:00am to 6:00pm.\nFor more information and photos, please visit our centre's website: Community Kids\nClick here to view more detail / apply for Educator\n\n\n\n\n\n\n\n        \n            Show more\n          \n\n          \n\n\n\n\n\n\n\n        \n            Show less",
28        "listingLink": "https://au.linkedin.com/jobs/view/educator-at-workforce-australia-for-individuals-4117422669?position=3&pageNum=3&refId=d5bw80X3xFZRD%2FwVsGsNjQ%3D%3D&trackingId=jijw%2FdH4sIDlI57Fd4Je7w%3D%3D",
29        "location": "Dubbo, New South Wales, Australia",
30        "organisation": "Workforce Australia for Individuals"
31    },
32    {
33        "role": "Clinical Educator",
34        "rank": 4,
35        "score": 75,
36        "listDate": "2024-09-26",
37        "description": "About Stride\nStride is a name that expresses our ambition – it’s a name that’s purposeful and shows awareness of the important role we play in the recovery journey. We are leaders in mental health service delivery, specialising in working with adults and young people, and in early childhood intervention.\nAs we embark on our next stage, join us to make a difference. We're here to Stride.\nAbout Our Partnership\nStride, in partnership with Wellways and Clarity Health Care will soon be opening the Western NSW Medicare Mental Health Centre, with locations in Dubbo and Bathurst. The Medicare Mental Health Centres, formerly Head to Health, are an important part of the Australia’s reformed mental health and wellbeing system.\nThe Medicare Mental Health Centre is supported by funding from Western NSW Primary Health Network through the Australian Government’s PHN Program. The Dubbo and Bathurst Medicare Mental Health Centres will provide the community with a free, safe and welcoming space to access mental health advice, supports and services. Walk-ins will be welcomed, services are confidential, and no appointment or referral will be required.\nAbout The Service\nThe services in Dubbo and Bathurst are funded by the Australian Government, to provide a streamlined approach to support better mental health and social wellbeing across the country. The service is tailored to the needs of the community in regional NSW and provides a combination of peer-led recovery and clinical support.\nThe Medicare Mental Health Centre provides a safe, welcoming and supportive environment for people experiencing psychological distress, providing an alternative to presenting to the Emergency Department for low risk individuals, and allowing them to access support from trained mental health professionals within their community, outside a clinical setting.\nOn Offer\nBased in Dubbo, NSW\nPermanent, part-time (0.8 FTE) opportunity available\nExcellent Base Salary plus Super\nLeave loading at 17.5%\nSalary packaging options (up to $15,899 tax free!!)\nMeals and entertainment allowance of up to $2,650!!\nStride Rewards – access to discounts from 100s of retailers (fashion, food and fitness)\nExcellent training and career development\nReflective practice supervision \nOne paid wellbeing leave day per year\nPurchase up to 5 additional leave days in a 12-month period (pro rata entitlement if part-time)\nRole Overview\nCoordinate student placements (Occupational Therapy, Psychology and Social Work) for the service and maintain relationships with relevant universities\nSupport the onboarding, induction and field supervision of students\nWhere appropriate, provide task supervision, mentorship and support to the Medicare Mental Health Centre clinicians\nSupport and lead the development and facilitation of internal clinical education and training for Stride and agency partnership staff\nCoordinate and lead therapeutic group Community of Practice\nParticipate in research and evaluation activities as appropriate\nWork collaboratively and support the integration of Medicare Mental Health Centre broader workforce development plan\nMaintain clinical knowledge, in line with contemporary skill and practice, and a commitment to ongoing professional development\nRequirements\nMust have the following: AHPRA registration as a Psychologist, Nurse, Occupational Therapist or Social Worker\nMust have, or be eligible to obtain Board Approved Supervisor status\nDemonstrated experience and theoretical knowledge in providing education and mentoring to students and staff in a healthcare setting/ workplace, and awareness of the principles of individual learning. \nDemonstrated experience and skills in providing clinical/ reflective practice supervision.\nHighly developed communication (including written) and interpersonal skills, and the ability to engage with, establish and maintain effective relationships with a diverse range of people.\nExcellent organisational skills with the ability to prioritise, meet deadlines, work well under pressure and manage communications and information with other staff.\nMust be eligible to apply/currently hold a WWCC\nMust hold/be willing to apply for NDIS worker screening clearance \nStride is committed to the safeguarding of children and vulnerable people. All applicants applying for roles within Stride must undergo required screening processes prior to their successful appointment.\nStride is an inclusive workplace and we encourage applications from diverse backgrounds in order to enhance the depth of cultural diversity and insight within our workforce.\nThis includes but is not limited to people with a lived-experience of mental health recovery, Aboriginal and Torres Strait Islander people, people from culturally and linguistically diverse backgrounds, LGBTQIA+, and people with disabilities.\nApply now!\nTo apply complete the online application form, attach a copy of your CV and a cover letter outlining your suitability for the available role.\nApplications will be viewed and actioned upon receipt, with a final closing date of\n 12 February 2025..\nFor any queries, please email recruitment@stride.com.au\n        \n\n\n\n\n\n        \n            Show more\n          \n\n          \n\n\n\n\n\n\n\n        \n            Show less",
38        "listingLink": "https://au.linkedin.com/jobs/view/clinical-educator-at-stride-mental-health-4033696813?position=2&pageNum=4&refId=GqQ1PcLpz5SWLUgCB3rPsQ%3D%3D&trackingId=Wik6kVP8XGnCzgkRjnIbew%3D%3D",
39        "location": "Dubbo, New South Wales, Australia",
40        "organisation": "Stride Mental Health"
41    },
42    {
43        "role": "Childcare Educator - Diploma qualified",
44        "rank": 5,
45        "score": 75,
46        "listDate": "2025-01-20",
47        "description": "At Kidscape Early Learning Centre Dubbo we value the care and development of each individual child.\nOur programs not only lay a strong foundation for literacy and numeracy skills, but also deepen a child's love of learning. Programs like music, yoga, meditation, arts and technology are an important part of our program.\nTo further compliment our team of educators, we are currently seeking enthusiastic, mature, passionate and qualified Diploma Educators for our newly built service.. We seek Diploma Educators who are warm, caring and respectful of children's needs and the environment in which they learn. These roles will see you working collaboratively with fellow educators to deliver a play-based learning program.\nWe are seeking new and innovative ideas from you and you will be encouraged to share and implement these ideas.\nYou Will Possess The Following Attributes\n Knowledge and understanding of the National Quality Standard and National Framework.\n Minimum Diploma or may consider studying towards Diploma qualification\n Minimum 6 months experience· Working knowledge of the Early Years Learning Framework.\n Knowledge of Child Protection legislation and its implications for the care and protection of children.\n Provide a creative environment that engages children and encourages them to investigate, explore and extend on their current skills.\n Current Senior First Aid certificate.\n CPR including Anaphylaxis and Asthma.\n Current working with Children Check\n Have a true passion for Early Childhood Education and Care.\nYou Will Be Rewarded With The Following\n Generous staff discount on childcare fees\n Complimentary uniform.\nABOVE AWARD WAGES\nRelocation Costs - if applicable\nAll applicants must be available to work Monday to Friday as per the centre's opening hours. Therefore, flexibility of your availability will be required. Please apply below by clicking on the link.\n38 hours per week, FT.\nAll applicants must include an updated resume. Only suitable applicants will be contacted to arrange an interview.\nJob Type: Full-time\nSalary: start from $65,835.00 pa.\nSchedule: 8-hour shift\nAbility To Commute/relocate\nDUBBO, NSW 2830: Reliably commute or planning to relocate before starting work (Required)\nExperience\nTeaching: 1 year (Preferred)\nLicence/Certification: Early Childhood Diploma/Bachelor\nWorking With Children Check (Preferred)\nWork Authorisation: Working With Children Check\nAustralia (Preferred)\nWork Location: In person\n        \n\n\n\n\n\n        \n            Show more\n          \n\n          \n\n\n\n\n\n\n\n        \n            Show less",
48        "listingLink": "https://au.linkedin.com/jobs/view/childcare-educator-diploma-qualified-at-workforce-australia-for-individuals-4130563421?position=8&pageNum=4&refId=GqQ1PcLpz5SWLUgCB3rPsQ%3D%3D&trackingId=zcqSmo75Bh52zz4J%2BaWTWg%3D%3D",
49        "location": "Dubbo, New South Wales, Australia",
50        "organisation": "Workforce Australia for Individuals"
51    },
52    {
53        "role": "Drug & Alcohol Clinician -",
54        "rank": 6,
55        "score": 75,
56        "listDate": "2025-01-29",
57        "description": "Employment Type\n: Permanent Full-Time (Job share may be considered)\nPosition Classification\n: Counsellor Level 1 / 2, Dietitian Level 1 / 2, Exercise Physiologist Level 1 / 2, Occupational Therapist Level 1 / 2, Registered Midwife, Registered Nurse, Clinical Psychologist, Social Worker Level 1 / 2, Welfare Level 1 / 2\nRemuneration\n: $72,152.53 - $133.156.00 pa (+ superannuation + salary packaging options) \nLocation:\n Dubbo, Coonabarabran, Coonamble, NSW (Negotiable) – Find out more\nHours Per Week:\n 38\nApplications Close:\n 11 February 2025 – 11:59pm\nDrug & Alcohol Clinician \nMental Health Drug & Alcohol\nAbout The Role\nAre you interested in working in a Multidisciplinary team within the drug and alcohol field? Then this role is for you. Join the WNSWLHD Drug and Alcohol teams in delivering high quality services to drug dependent clients.\nThe role is Monday to Friday day shift hours.\nWe offer a therapeutic milieu, in a non-judgmental manner, to drug dependent persons. You will also be supporting the community, generalist health professionals and general practitioners.\nThe team has a mix of skills with a focus on Drug and Alcohol dependent clients.\nThe Drug & Alcohol team provides a diverse range of Drug and Alcohol services including Opioid Treatment, Stimulant Treatment, Psychosocial Services, Addiction Medicine, Cannabis Clinic and Substance Use in Pregnancy and Parenting service. You will be supported by a dynamic diverse team.\nLocation for this position is Negotiable between Dubbo, Coonamble and Coonabarabran.\nTo find out more about the role click to view the Position Description\nA career with Western NSW means you can challenge yourself, make an impact and shape the future of rural health.\n To explore the benefits of a career in our Local Health District, visit the WNSWLHD website.\nTo Apply For This Role\nClick ‘Apply’\nCreate a profile in the Recruitment & Onboarding (ROB) System or sign in using your existing login\nUpload your current resume\nAnswer the selection criteria\nRole-related enquiries:\n Please contact Jenny Taylor on 02 6881 4000 or at Jenny.taylor@health.nsw.gov.au for more information.\nAdditional Information For Applicants\nAll suitably qualified Aboriginal people are encouraged to apply for this position. This is a targeted position under GSE Rule 26. Where possible, affirmative action will be applied to support employment of eligible persons. \nThis recruitment may be used to create an Eligibility List for similar roles in the future (ongoing or temporary).\nWestern NSW is committed to creating a safe and accessible workplace that promotes diversity, inclusion and belonging. As a vibrant and diverse region, rich in community and culture, we welcome applications from all people to build a respectful workplace dedicated to delivering the best health outcomes for our community. \nTo find out more about the remuneration and conditions, visit NSW Public Health System Awards \nFor more information, visit a Guide to Employment with WNSWLHD\n\n\n\n\n\n\n\n        \n            Show more\n          \n\n          \n\n\n\n\n\n\n\n        \n            Show less",
58        "listingLink": "https://au.linkedin.com/jobs/view/drug-alcohol-clinician-at-nsw-health-4136741593?position=9&pageNum=4&refId=GqQ1PcLpz5SWLUgCB3rPsQ%3D%3D&trackingId=sZVA5W5BS4JobbtWph423Q%3D%3D",
59        "location": "Dubbo, New South Wales, Australia",
60        "organisation": "NSW Health"
61    },
62    {
63        "role": "Childcare Lead Educator - Diploma qualified",
64        "rank": 7,
65        "score": 75,
66        "listDate": "2025-01-20",
67        "description": "At Kidscape Early Learning Centre Dubbo we value the care and development of each individual child.\nOur programs not only lay a strong foundation for literacy and numeracy skills, but also deepen a child's love of learning. Programs like music, yoga, meditation, arts and technology are an important part of our program.\nTo further compliment our team of educators, we are currently seeking enthusiastic, mature, passionate and qualified Diploma Lead Educators for our newly built service.. We seek Diploma Lead Educators who are warm, caring and respectful of children's needs and the environment in which they learn. These roles will see you working collaboratively with fellow educators to deliver a play-based learning program.\nWe are seeking new and innovative ideas from you and you will be encouraged to share and implement these ideas.\nYou Will Possess The Following Attributes\n Knowledge and understanding of the National Quality Standard and National Framework.\n Minimum Diploma or may consider studying towards Diploma qualification\n Minimum 6 months experience· Working knowledge of the Early Years Learning Framework.\n Knowledge of Child Protection legislation and its implications for the care and protection of children.\n Provide a creative environment that engages children and encourages them to investigate, explore and extend on their current skills.\n Current Senior First Aid certificate.\n CPR including Anaphylaxis and Asthma.\n Current working with Children Check\n Have a true passion for Early Childhood Education and Care.\nYou Will Be Rewarded With The Following\n Generous staff discount on childcare fees\n Complimentary uniform.\nABOVE AWARD WAGES\nRelocation Costs - if applicable\nAll applicants must be available to work Monday to Friday as per the centre's opening hours. Therefore, flexibility of your availability will be required. Please apply below by clicking on the link.\n38 hours per week, FT.\nAll applicants must include an updated resume. Only suitable applicants will be contacted to arrange an interview.\nJob Type: Full-time\nSalary: approx $73,150.00 pa.\nSchedule: 8-hour shift\nAbility To Commute/relocate\nDUBBO, NSW 2830: Reliably commute or planning to relocate before starting work (Required)\nExperience\nTeaching: 1 year (Preferred)\nLicence/Certification: Early Childhood Diploma/Bachelor\nWorking With Children Check (Preferred)\nWork Authorisation: Working With Children Check\nAustralia (Preferred)\nWork Location: In person\n        \n\n\n\n\n\n        \n            Show more\n          \n\n          \n\n\n\n\n\n\n\n        \n            Show less",
68        "listingLink": "https://au.linkedin.com/jobs/view/childcare-lead-educator-diploma-qualified-at-workforce-australia-for-individuals-4130566120?position=10&pageNum=5&refId=8fwqYEwN%2BSih7HJzvGqg4Q%3D%3D&trackingId=qnYF0ikV5g%2BJmRYTPqJBNw%3D%3D",
69        "location": "Dubbo, New South Wales, Australia",
70        "organisation": "Workforce Australia for Individuals"
71    }
72]

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