Project to extract entities from Job Description Articles.
Project to extract entities from Job Description Articles.
Extracting information from job articles (posted by employers):
Job type:=========================="Full-Time, Part-Time, Contract, "Principle, temporary, .. etc"
Skills:==========================Soft-Skills i.e: "customer-service, vervbal communnications skills"Technical-Skills i.e: "Java, HTTP, networking, LINUX/UNIX, C++, C#, AngularJs, javascript, bootstrap, .. etc"
Job title normalization:==========================Angular/Javascript Developer ====> Software DevelopersIT Specialist Junior ====> Computer User Support SpecialistsJr. Electrical Engineer ====> Electrical EngineerSr. Electrical Engineer ====> Electrical EngineerSenior/Junior Electrical Engineer ====> Electrical EngineerFull-Stack Architect/ Web Developer ====> Web DevelopersJr. .Net Developer ====> Web DevelopersJunior Business Analyst ====> Business AnalystSr.Java Engineer ====> Software EngineerWeb Developer - Internship ====> Web DevelopersSenior Android Developer ====> Software DevelopersUX/UI Engineer ====> Software Engineersand so on...
Years of Experiences==========================At least 5 yearsmore than 5 years1-2 years3+ years5 yearsand so on...
ONET Dataset was made public by ONET Organization.
Built Annotation tool for semi-automation of the skills annotation. Annotaation tooks 3 weeks to annotate around 2000 job description paragraph posted by different employers.
Data preprocessing tooks one week since there was many wrong labeled data related to ONET normalized job title.
IOB Tagging system is followed.
I-TAG: Inside the chnukB-TAG: Beginning of the chunckO: Outside the chunk
B-TECH: Technical Skill (Beginning)I-TECH: Technical skill (Inside)B-SOFT: Soft Skill (Beginning)I-SOFT: Soft Skill (Inside)B-CERT: Certification (Beginning)I-CERT: Certification (Inside)B-YEXP: Years of Experience (Beginning)I-YEXP: Years of Experience (Inside)
Mechanical EngineersPharmacist Technicians
Depending on the raw job title may cause ambiguity problems during the training computation even though its low computation with respect to the RNN forward and backward propagation.
To overcome such issue raw job description is used instead to construct sequence to sequence realtion between the input and the output so, more computation is needed.
raw title: UX/UI Engineersnormalized title: Software Engineers====================================================================================================raw title: UX/UI Designernormalized title: Graphic Designers====================================================================================================raw title: .NET Developernormalized title: Web Developers====================================================================================================raw title: Senior Android Engineernormalized title: Software Developers====================================================================================================raw title: Jr Java Developernormalized title: Web Developers====================================================================================================raw title: Sr.Java Engineernormalized title: Mechanical Engineers====================================================================================================raw title: Senior Linux Developernormalized title: Software Developers====================================================================================================raw title: Junior Network Engineernormalized title: Network And Computer Systems Administrators====================================================================================================raw title: Android UI/UX Designernormalized title: Graphic Designers====================================================================================================raw title: Android UI/UX Designer (Part-time)normalized title: Graphic Designers====================================================================================================raw title: Part-time Android Developernormalized title: Software Developers====================================================================================================raw title: Full-Time UI/UX Developernormalized title: Software Developers====================================================================================================raw title: Android Developer - Internshipnormalized title: Software Developers====================================================================================================raw title: Jr. Electrical Engineernormalized title: Electrical Engineers====================================================================================================raw title: Junior Web Application Developernormalized title: Software Developers====================================================================================================raw title: Full-stack and Frontend Engineernormalized title: Mechanical Engineers====================================================================================================raw title: Angular/Javascript Developernormalized title: Web Developers====================================================================================================raw title: IT Specialist Juniornormalized title: Computer User Support Specialists====================================================================================================raw title: Senior Web UI Developernormalized title: Software Developers====================================================================================================raw title: Jr. Software Engineer (Java)normalized title: Software Developers====================================================================================================raw title: Senior UI JavaScript Developernormalized title: Software Developers====================================================================================================raw title: Junior Business Analystnormalized title: Management Analysts====================================================================================================raw title: Jr Network Tech w/ Basic Cisconormalized title: Computer And Support Specialists====================================================================================================raw title: Senior Quality Systems Specialistnormalized title: Computer User Support Specialists====================================================================================================raw title: Administrative Assistantnormalized title: Secretaries And Administrative Assistants Except Legal Medical And Executive====================================================================================================raw title: Jr. .Net Developernormalized title: Web Developers====================================================================================================raw title: Front End Web Developernormalized title: Web Developers====================================================================================================raw title: Full-Stack Architect/ Web Developernormalized title: Software Developers
|Word |True |Pred |=============================================================|Software |B-TECH |O ||Design |I-TECH |O ||Engineer |O |O ||with |O |O ||7 |O |O ||years |O |O ||software |B-TECH |O ||development |I-TECH |O ||experience |O |O ||and |O |O ||past |O |O ||success |O |O ||translating |O |O ||UI/UX |B-TECH |B-TECH ||design |I-TECH |I-TECH ||wireframes |O |O ||to |O |O ||actual |O |O ||code |O |O ||If |O |O ||you |O |O ||have |O |O ||produced |O |O ||excellent |O |O ||user |O |O ||interfaces |O |O ||for |O |O ||a |O |O ||great |O |O ||application |O |O ||we |O |O ||would |O |O ||love |O |O ||the |O |O ||chance |O |O ||to |O |O ||tell |O |O ||you |O |O ||more |O |O ||about |O |O ||this |O |O ||exciting |O |O ||opportunity |O |O ||•OPEN |O |O ||TO |O |O ||REMOTE |O |O ||CANDIDATES |O |O ||Top |O |O ||Reasons |O |O ||to |O |O ||Work |O |O ||with |O |O ||Us |O |O ||Work |O |O ||culture |O |O ||and |O |O ||environment |O |O ||focused |O |O ||on |O |O ||employee |O |O ||well |O |O ||being |O |O ||exciting |O |O ||fun |O |O ||creative |O |O ||and |O |O ||client |O |O ||focused |O |O ||Fast |O |O ||growing |O |O ||company |O |O ||with |O |O ||opportunity |O |O ||for |O |O ||growth |O |O ||Work |O |O ||with |O |O ||a |O |O ||collaborative |O |O ||group |O |O ||of |O |O ||veterans |O |O ||and |O |O ||novices |O |O ||to |O |O ||better |O |O ||the |O |O ||well |O |O ||being |O |O ||of |O |O ||our |O |O ||customers |O |O ||What |O |O ||You |O |O ||Will |O |O ||Be |O |O ||Doing |O |O ||1 |O |O ||Combine |O |O ||the |O |O ||art |O |O ||of |O |O ||design |O |O ||with |O |O ||the |O |O ||art |O |O ||of |O |O ||programming |O |O ||2 |O |O ||Responsible |O |O ||for |O |O ||the |O |O ||translation |O |O ||of |O |O ||the |O |O ||UI/UX |B-TECH |B-TECH ||design |I-TECH |I-TECH ||wireframes |O |O ||to |O |O ||actual |O |O ||code |O |O ||that |O |O ||will |O |O ||produce |O |O ||visual |O |O ||elements |O |O ||of |O |O ||the |O |O ||application |O |O ||3 |O |O ||Work |O |O ||with |O |O ||the |O |O ||Engineering |O |O ||team |O |O ||and |O |O ||bridge |O |O ||the |O |O ||gap |O |O ||between |O |O ||graphical |O |O ||design |O |O ||and |O |O ||technical |O |O ||implementation |O |O ||4 |O |O ||Define |O |O ||how |O |O ||the |O |O ||application |O |O ||looks |O |O ||as |O |O ||well |O |O ||as |O |O ||how |O |O ||it |O |O ||works |O |O ||5 |O |O ||Develop |O |O ||new |O |O ||user |O |O ||facing |O |O ||features |O |O ||6 |O |O ||Build |O |O ||reusable |O |O ||code |O |O ||and |O |O ||libraries |O |O ||fr |O |O ||future |O |O ||use |O |O ||7 |O |O ||Ensure |O |O ||the |O |O ||technical |O |O ||feasibility |O |O ||of |O |O ||UI/UX |B-TECH |B-TECH ||designs |I-TECH |O ||8 |O |O ||Assure |O |O ||that |O |O ||all |O |O ||user |O |O ||input |O |O ||is |O |O ||validated |O |O ||before |O |O ||submitting |O |O ||to |O |O ||back |O |O ||end |O |O ||What |O |O ||You |O |O ||Need |O |O ||for |O |O ||this |O |O ||Position |O |O ||7 |O |O ||years |O |O ||of |O |O ||software |B-TECH |O ||development |I-TECH |O ||experience |O |O ||Proficient |O |O ||in |O |O ||Ruby |B-TECH |B-TECH ||on |I-TECH |O ||Rails |I-TECH |B-TECH ||AngularJS |B-TECH |B-TECH ||React |B-TECH |B-TECH ||Proficient |O |O ||in |O |O ||HTML |B-TECH |B-TECH ||CSS |B-TECH |B-TECH ||Understanding |O |O ||of |O |O ||server |O |O ||side |O |O ||CSS |B-TECH |B-TECH ||platforms |O |O ||LESS |O |O ||SASS |B-TECH |B-TECH ||Good |O |O ||understanding |O |O ||of |O |O ||AJAX |B-TECH |B-TECH ||JSON |B-TECH |B-TECH ||• |O |O ||Nice |O |O ||to |O |O ||haves |O |O ||Experience |O |O ||with |O |O ||AWS |B-TECH |B-TECH ||Experience |O |O ||with |O |O ||Docker |B-TECH |B-TECH ||or |O |O ||other |O |O ||container |O |O ||based |O |O ||platforms |O |O ||What |O |O ||s |O |O ||In |O |O ||It |O |O ||for |O |O ||You |O |O ||Competitive |O |O ||salary |O |O ||Comprehensive |O |O ||benefit |O |O ||plans |O |O ||401 |O |O ||k |O |O ||matching |O |O ||Transportation |O |O ||and |O |O ||parking |O |O ||benefits |O |O ||Flexible |O |O ||PTO |O |O ||and |O |O ||company |O |O ||holidays |O |O ||Professional |O |O ||development |O |O ||investment |O |O ||Pet |O |O ||friendly |O |O ||office |O |O ||Fully |O |O ||stocked |O |O ||kitchens |O |O ||with |O |O ||drinks |O |O ||snacks |O |O ||and |O |O ||coffee |O |O ||So |O |O ||if |O |O ||you |O |O ||are |O |O ||a |O |O ||Sr |O |O ||Full |O |O ||Stack |O |O ||Engineer |O |O ||with |O |O ||7 |O |O ||years |O |O ||professional |O |O ||experience |O |O ||please |O |O ||apply |O |O ||today |O |O ||Required |O |O ||Skills |O |O ||Ruby |B-TECH |B-TECH ||On |I-TECH |O ||Rails |I-TECH |B-TECH ||AngularJS |B-TECH |B-TECH ||React |B-TECH |B-TECH ||HTML |B-TECH |B-TECH ||CSS |B-TECH |B-TECH ||AJAX |B-TECH |B-TECH ||JSON |B-TECH |B-TECH ||LESS |O |B-TECH ||SASS |B-TECH |B-TECH ||AWS |B-TECH |B-TECH ||Docker |B-TECH |B-TECH ||UI/UX |B-TECH |B-TECH ||JQuery |B-TECH |B-TECH ||If |O |O ||you |O |O ||are |O |O ||a |O |O ||good |O |O ||fit |O |O ||for |O |O ||the |O |O ||Sr |O |O ||Full |O |O ||Stack |O |O ||Engineer |O |O ||Ruby |B-TECH |B-TECH ||on |I-TECH |O ||Rails |I-TECH |O ||100 |O |O ||WORK |O |O ||FROM |O |O ||HOME |O |O ||position |O |O ||and |O |O ||have |O |O ||a |O |O ||background |O |O ||that |O |O ||includes |O |O ||Ruby |B-TECH |B-TECH ||On |I-TECH |O ||Rails |I-TECH |B-TECH ||AngularJS |B-TECH |B-TECH ||React |B-TECH |B-TECH ||HTML |B-TECH |B-TECH ||CSS |B-TECH |B-TECH ||AJAX |B-TECH |B-TECH ||JSON |B-TECH |B-TECH ||LESS |O |B-TECH ||SASS |B-TECH |B-TECH ||AWS |B-TECH |B-TECH ||Docker |B-TECH |B-TECH ||UI/UX |B-TECH |B-TECH ||JQuery |B-TECH |B-TECH ||and |O |O ||you |O |O ||are |O |O ||interested |O |O ||in |O |O ||working |O |O ||the |O |O ||following |O |O ||job |O |O ||types |O |O ||Information |O |O ||Technology |O |O ||Engineering |O |O ||Professional |O |O ||Services |O |O ||Within |O |O ||the |O |O ||following |O |O ||industries |O |O ||Computer |O |O ||Software |O |O ||Our |O |O ||privacy |O |O ||policy |O |O ||Your |O |O ||resume |O |O ||and |O |O ||information |O |O ||will |O |O ||be |O |O ||kept |O |O ||completely |O |O ||confidential |O |O ||Looking |O |O ||forward |O |O ||to |O |O ||receiving |O |O ||your |O |O ||resume |O |O ||through |O |O ||our |O |O ||website |O |O ||and |O |O ||going |O |O ||over |O |O ||the |O |O ||job |O |O ||in |O |O ||more |O |O ||detail |O |O ||with |O |O ||you |O |O ||CyberCoders |O |O ||Inc |O |O ||is |O |O ||proud |O |O ||to |O |O ||be |O |O ||an |O |O ||Equal |O |O ||Opportunity |O |O ||Employer |O |O ||All |O |O ||qualified |O |O ||applicants |O |O ||will |O |O ||receive |O |O ||consideration |O |O ||for |O |O ||employment |O |O ||without |O |O ||regard |O |O ||to |O |O ||race |O |O ||color |O |O ||religion |O |O ||sex |O |O ||national |O |O ||origin |O |O ||disability |O |O ||protected |O |O ||veteran |O |O ||status |O |O ||or |O |O ||any |O |O ||other |O |O ||characteristic |O |O ||protected |O |O ||by |O |O ||law |O |O ||Your |O |O ||Right |O |O ||to |O |O ||Work |O |O ||– |O |O ||In |O |O ||compliance |O |O ||with |O |O ||federal |O |O ||law |O |O ||all |O |O ||persons |O |O ||hired |O |O ||will |O |O ||be |O |O ||required |O |O ||to |O |O ||verify |O |O ||identity |O |O ||and |O |O ||eligibility |O |O ||to |O |O ||work |O |O ||in |O |O ||the |O |O ||United |O |O ||States |O |O ||and |O |O ||to |O |O ||complete |O |O ||the |O |O ||required |O |O ||employment |O |O ||eligibility |O |O ||verification |O |O ||document |O |O ||form |O |O ||upon |O |O ||hire |O |O ||Ruby |B-TECH |B-TECH ||On |I-TECH |B-TECH ||Rails |I-TECH |B-TECH ||AngularJS |B-TECH |B-TECH ||React |B-TECH |B-TECH ||HTML |B-TECH |B-TECH ||CSS |B-TECH |B-TECH ||AJAX |B-TECH |B-TECH ||JSON |B-TECH |B-TECH ||LESS |O |B-TECH ||SASS |B-TECH |B-TECH ||AWS |B-TECH |B-TECH ||Docker |B-TECH |B-TECH ||UI/UX |B-TECH |B-TECH ||JQuery |B-TECH |B-TECH |