Job advertisements collected in the year 2021

DStidy_2021

Format

A data frame with 382 rows and 115 columns

ID

Row id

Consultant

Name of the consultant

URL

Web address of a particular job advertisement

Search_Term

Web search term of a particular job advertisement

DateRetrieved

Date of data retrieved

DatePublished

Published date of the advertisement

Job_Field

Name of the related job field

Job_title

Name of the job category

Company

Name of the company

Knowledge_in

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

Minimum Experience in Years

Minimum years of experience needed for the 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

Payment Frequency

Payment basis of salary(i.e. "hourly","daily","monthly","yearly", "NA")

Currency

Currency type of the salary

Salary

Amount of salary

English Needed

If English proficiency is required -> 1 , If not mentioned -> 0

English proficiency description

Required level of English proficiency , If not mentioned -> NA

Additional_languages

If other lanuages except English is required -> 1 , If not mentioned -> NA

AI

If Artificial Intelligence is required -> 1 , If not mentioned -> 0

Natural_Language_Processing(NLP)

If knowledge in NLP is required -> 1 , If not mentioned -> 0

Data_Pipelines

If knowledge in Data Pipelines 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

Data_visualization

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

Data_warehouse

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

BigData

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

Data_management

If the knowledge in Data Management 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

Bayesian

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

Optimization

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

Numerical_Analysis

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

IOT

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

Data_translation

If the knowledge in Data Translation is required -> 1 , If not mentioned -> 0

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#

If C# is required -> 1 , If not mentioned -> 0

Java

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

C++

If C++ is required -> 1 , If not mentioned -> 0

C

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

Bash

If Bash is required -> 1 , If not mentioned -> 0

Tensorflow

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

pyspark

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

YOLO

If YOLO is required -> , If not mentioned -> 0

MS Word

If knowledge in MS Word is required -> 1 , If not mentioned -> 0

Ms Excel

If knowledge in MS Excel is required -> 1 , If not mentioned -> 0

Ms Access

If Ms Access is required -> 1 , If not mentioned -> 0

Ms PowerPoint

If knowledge in Ms Powerpoint is required -> 1 , If not mentioned -> 0

Spreadsheets

If knowledge in Spreadsheets is required -> 1 , If not mentioned -> 0

Google_Analytics

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

Microsoft Power BI

If knowledge in Microsoft Power BI 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

Qlik

If Qlik 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

Linux/Unix

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

OLE/DB

If knowledge in OLE/DB 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

MongoDB

If MonoDB is required -> 1 , If not mentioned -> 0

MPP_Platforms

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

SPL

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

Alteryx

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

Spark

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

Kafka

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

Hadoop

If knowledge in Hadoop 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

Map/Reduce

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

Impala

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

Storm

If knowledge in Storm 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

cloud_storage

If knowledge in Cloud Storage 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

Teradata

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

Solr

If Sloris required -> 1 , If not mentioned -> 0

Elasticsearch

If Elasticsearch 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

Problem_Solving

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

Team_Handling

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

agile execution

If agile execution is 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

graphics_and_design_skills

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

Content_Management

If knowledge in Content Management 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

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

web_design_and_development_tools

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

PHP

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

Javascript

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

Web_Analytic_tools

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

BSc_needed

If a BSc Degree is required -> Yes , If not mentioned -> No/NA

MSc_needed

If a MSc Degree is required -> Yes , If not mentioned -> No/NA

PhD_needed

If a Phd Degree is required -> Yes , If not mentioned -> No/NA

Country

Country

country_code

country code

Job_Category

Job category

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.