A dataset with 430 rows and 115 columns

data(DStidy_2020)

Source

Data wrangling part was done by Janith C. Wanniarachchie, BSc (Hons)Staistics, University of Sri Jayewardenepura and description file was prepared by Randi Shashikala.

Details

  • ID. Row id

  • Consultant. Name of the consultant

  • DateRetrieved. Date of data retrieved

  • DatePublished. Published date of the advertisement

  • Job_title. Name of the job category

  • Company. Name of the company

  • R. If R is required -> 1 , If not mentioned -> 0

  • SAS. If SAS is required -> 1 , If not mentioned -> 0

  • SPSS. If SPSS is required -> 1 , If not mentioned -> 0

  • Python. If Python is required -> 1 , If not mentioned -> 0

  • MAtlab. If MAtlab is required -> 1 , If not mentioned -> 0

  • Scala. If Scala is required -> 1 , If not mentioned -> 0

  • C_Sharp. If C_Sharp is required -> 1 , If not mentioned -> 0

  • Ms_Excel. If Ms_Excel is required -> 1 , If not mentioned -> 0

  • OLE_DB. If OLE_DB is required -> 1 , If not mentioned -> 0

  • Ms_Access. If Ms_Access is required -> 1 , If not mentioned -> 0

  • Ms_PowerPoint. If Ms_PowerPoint is required -> 1 , If not mentioned -> 0

  • Spreadsheets. If Spreadsheets is required -> 1 , If not mentioned -> 0

  • Data_visualization. If knowledge in Data Visualization is required -> 1 , If not mentioned -> 0

  • Presentation_Skills. If Presentation Skills are required -> 1 , If not mentioned -> 0

  • Communication. If Communication skills are required -> 1 , If not mentioned -> 0

  • BigData. If knowledge in Big Data analysis is required -> 1 , If not mentioned -> 0

  • Data_warehouse. If knowledge in Data Warehouse is required -> 1 , If not mentioned -> 0

  • cloud_storage. If knowledge in Cloud Storage is required -> 1 , If not mentioned -> 0

  • Google_Cloud. If knowledge in Google Cloud is required -> 1 , If not mentioned -> 0

  • AWS. If knowledge in AWS is required -> 1 , If not mentioned -> 0

  • Machine_Learning. If knowledge in Machine Learning is required -> 1 , If not mentioned -> 0

  • Deep_Learning. If knowledge in Deep Learning is required -> 1 , If not mentioned -> 0

  • Computer_vision. If knowledge in Computer Vision is required -> 1 , If not mentioned -> 0

  • Java. If Java is required -> 1 , If not mentioned -> 0

  • Cpp. If Cpp is required -> 1 , If not mentioned -> 0

  • C. If C is required -> 1 , If not mentioned -> 0

  • Linux_Unix. If knowledge in Linux/Unix is required -> 1 , If not mentioned -> 0

  • SQL. If SQL is required -> 1 , If not mentioned -> 0

  • NoSQL. If NoSQL is required -> 1 , If not mentioned -> 0

  • RDBMS. If knowledge in RDBMS is required -> 1 , If not mentioned -> 0

  • Oracle. If knowledge in Oracle is required -> 1 , If not mentioned -> 0

  • MySQL. If MYSQL is required -> 1 , If not mentioned -> 0

  • PHP. If PHP is required -> 1 , If not mentioned -> 0

  • Flash_Actionscript. If Flash_Actionscript is required -> 1 , If not mentioned -> 0

  • SPL. If knowledge in SPL is required -> 1 , If not mentioned -> 0

  • web_design_and_development_tools. If knowledge in Web Design and Development Tools is required -> 1 , If not mentioned -> 0

  • Wordpress. If Wordpress is required -> 1 , If not mentioned -> 0

  • AI. If AI is required 1 , If not mentioned 0

  • Natural_Language_Processing(NLP). If knowledge in NLP is required -> 1 , If not mentioned -> 0

  • Microsoft_Power_BI. If knowledge in Microsoft Power BI is required -> 1 , If not mentioned -> 0

  • Google_Analytics. If knowledge in Google Analytics is required -> 1 , If not mentioned -> 0

  • graphics_and_design_skills. If Graphic and Design Skills are required -> 1 , If not mentioned -> 0

  • Data_marketing. If Data Marketing abillity is required -> 1 , If not mentioned -> 0

  • SEO. If knowledge in SEO is required -> 1 , If not mentioned -> 0

  • Content_Management. If knowledge in Content Management is required -> 1 , If not mentioned -> 0

  • Tableau. If knowledge in Tableau is required -> 1 , If not mentioned -> 0

  • D3. If knowledge in D3 is required -> 1 , If not mentioned -> 0

  • Alteryx. If knowledge in Alteryx is required -> 1 , If not mentioned -> 0

  • KNIME. If knowledge in KNIME is required -> 1 , If not mentioned -> 0

  • Spotfire. If knowledge in Spotfire is required -> 1 , If not mentioned -> 0

  • Spark. If knowledge in Spark is required -> 1 , If not mentioned -> 0

  • S3. If knowledge in S3 is required -> 1 , If not mentioned -> 0

  • Redshift. If knowledge in Redshift is required -> 1 , If not mentioned -> 0

  • DigitalOcean. If knowledge in Digital Ocean is required -> 1 , If not mentioned -> 0

  • Javascript. If Java Script is required -> 1 , If not mentioned -> 0

  • Kafka. If knowledge in Kafka is required -> 1 , If not mentioned -> 0

  • Storm. If knowledge in Storm is required -> 1 , If not mentioned -> 0

  • Bash. If knowledge in Bash is required -> 1 , If not mentioned -> 0

  • Hadoop. If knowledge in Hadoop is required -> 1 , If not mentioned -> 0

  • Data_Pipelines. If knowledge in Data Pipelines is required -> 1 , If not mentioned -> 0

  • MPP_Platforms. If MPP Platforms is required -> 1 , If not mentioned -> 0

  • Qlik. If Qlik is required -> 1 , If not mentioned -> 0

  • Pig. If Pig is required -> 1 , If not mentioned -> 0

  • Hive. If Hive is required -> 1 , If not mentioned -> 0

  • Tensorflow. If Tensorflow is required -> 1 , If not mentioned -> 0

  • Map_Reduce. If Map/Reduce is required -> 1 , If not mentioned -> 0

  • Impala. If Impala is required -> 1 ,If not mentioned -> 0

  • Solr. If Sloris required -> 1 , If not mentioned -> 0

  • Teradata. If Teradata is required -> 1 , If not mentioned -> 0

  • MongoDB. If MonoDB is required -> 1 , If not mentioned -> 0

  • Elasticsearch. If Elasticsearch is required -> 1, If not mentioned -> 0

  • YOLO. If YOLO is required -> 1, If not mentioned -> 0

  • agile_execution. If agile execution is required -> 1 , If not mentioned -> 0

  • Data_management. If the knowledge in Data Management is required -> 1 , If not mentioned -> 0

  • pyspark. If pyspark is required -> 1 , If not mentioned -> 0

  • Data_mining. If the knowledge in Data Mining is required -> 1 , If not mentioned -> 0

  • Data_science. If the knowledge in Data Science is required -> 1 , If not mentioned -> 0

  • Web_Analytic_tools. If the knowledge in Web Analytic tools is required -> 1 , If not mentioned -> 0

  • IOT. If IOT is required -> 1 , If not mentioned -> 0

  • Numerical_Analysis. If the knowledge in Numerical Analysis is required -> 1 , If not mentioned -> 0

  • Economic. If the knowledge in Economic is required -> 1 , If not mentioned -> 0

  • Finance_Knowledge. If Finance_Knowledge is required -> 1 , If not mentioned -> 0

  • Investment_Knowledge. If Investment Knowledge is required -> 1 , If not mentioned -> 0

  • Problem_Solving. If the ability of Problem Solving is required -> 1 , If not mentioned -> 0

  • Korean_language. If the ability of Korean language is required -> 1 , If not mentioned -> 0

  • Bash_Linux_Scripting. If Bash Linux Scripting is required -> 1 , If not mentioned -> 0

  • Team_Handling. If the ability of Team Handling is required -> 1 , If not mentioned -> 0

  • Debtor_reconcilation. If the ability of Debtor reconciliation is required -> 1 , If not mentioned -> 0

  • Payroll_management. If the ability of Payroll management is required -> 1 , If not mentioned -> 0

  • Bayesian. If Bayesian knowledge is required -> 1 , If not mentioned -> 0

  • Optimization. If Optimization knowledge is required -> 1 ,If not mentioned -> 0

  • Bahasa_Malaysia. If Bahasa_Malaysia knowledge is required -> 1 ,If not mentioned -> 0

  • Knowledge_in. Required knowledge to do a particular job , If not mentioned -> NA

  • City. City where the company is located in , If not mentioned -> NA

  • Location. Country where the company is located in

  • Educational_qualifications. Required educational qualifications

  • Salary. Salary

  • English_proficiency. English proficiency

  • URL. URL of the job advertisement

  • Search_Term. Search Term

  • Job_Category. Name of the job category

  • Minimum_Years_of_experience. Minimum years of experience needed for the job , If not mentioned -> NA

  • Experience. Experience

  • Experience_Category. Experience category

  • Job_Country. Job country

  • Edu_Category. Education category

  • Minimum_Salary. Minimum salary

  • Salary_BasisSalary. basis