Period
to 11 December 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Apache Pig skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Apache Pig over the 6 months to 11 December 2018 with a comparison to the same period in the previous 2 years.

Apache Pig
England > North West
6 months to
11 Dec 2018
Same period 2017 Same period 2016
Rank 340 353 338
Rank change year-on-year +13 -15 +2
Permanent jobs citing Apache Pig 14 18 31
As % of all permanent IT jobs advertised in the North West 0.12% 0.14% 0.25%
As % of the Application Platforms category 0.84% 0.83% 1.36%
Number of salaries quoted 11 10 27
North West median annual salary £45,000 £62,500 £57,000
Median salary % change year-on-year -28.00% +9.65% -12.31%
10th Percentile £37,500 £31,125 £31,250
90th Percentile £90,750 £111,750 £59,700
England median annual salary £75,000 £70,000 £57,000
% change year-on-year +7.14% +22.81% -18.57%

Apache Pig is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the North West with a requirement for application platform skills.

All Application Platform Skills
North West
Permanent vacancies with a requirement for application platform skills 1,676 2,180 2,278
As % of all permanent IT jobs advertised in the North West 14.81% 16.52% 18.41%
Number of salaries quoted 1,378 1,773 1,936
North West median annual salary £42,500 £41,000 £38,500
Median salary % change year-on-year +3.66% +6.49% +2.67%
10th Percentile £23,425 £23,500 £23,750
90th Percentile £76,250 £65,000 £58,750
England median annual salary £50,000 £47,500 £46,500
% change year-on-year +5.26% +2.15% +3.33%

Apache Pig
Job Vacancy Trend in the North West

Job postings citing Apache Pig as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Apache Pig in the North West

Apache Pig
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Apache Pig in the North West.

Salary trend for Apache Pig in the North West

Apache Pig
Salary Histogram in the North West

The salary distribution of IT jobs citing Apache Pig in the North West over the 6 months to 11 December 2018.

Salary histogram for Apache Pig in the North West

Apache Pig
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Pig within the North West region over the 6 months to 11 December 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester +10 11 £45,000 -47.21% 1
Cheshire +26 3 £61,250 +6.52%
Apache Pig
England

For the 6 months to 11 December 2018, IT jobs citing Apache Pig also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the North West region with a requirement for Apache Pig.

1 14 (100.00%) Hadoop
1 14 (100.00%) Apache Hive
1 14 (100.00%) Big Data
2 11 (78.57%) Java
3 9 (64.29%) JavaScript
4 8 (57.14%) C++
4 8 (57.14%) Python
4 8 (57.14%) Apache Spark
5 7 (50.00%) REST
5 7 (50.00%) C#
5 7 (50.00%) SQL Server
5 7 (50.00%) Scrum
5 7 (50.00%) Java EE
6 6 (42.86%) Selenium
6 6 (42.86%) Agile Software Development
6 6 (42.86%) Git (software)
6 6 (42.86%) Kanban
6 6 (42.86%) C
6 6 (42.86%) Kafka
6 6 (42.86%) Node.js
7 5 (35.71%) Robot Framework
7 5 (35.71%) API Design
7 5 (35.71%) git-flow
7 5 (35.71%) SANS
7 5 (35.71%) CompTIA Security+
7 5 (35.71%) CodeSonar
7 5 (35.71%) Apple iOS
7 5 (35.71%) RabbitMQ
7 5 (35.71%) Bitbucket
7 5 (35.71%) User Stories

Apache Pig
Co-occurring IT Skills in the North West by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 8 (57.14%) Apache Spark
Cloud Services
1 5 (35.71%) Amazon AWS
2 2 (14.29%) Amazon EMR
2 2 (14.29%) Amazon S3
2 2 (14.29%) AWS Lambda
2 2 (14.29%) Serverless
3 1 (7.14%) Amazon EC2
3 1 (7.14%) Amazon Kinesis
3 1 (7.14%) Amazon SageMaker
3 1 (7.14%) Microsoft Azure
Communications & Networking
1 5 (35.71%) Firewall
1 5 (35.71%) HTTP
1 5 (35.71%) SSL
1 5 (35.71%) TCP/IP
2 1 (7.14%) Internet
Database & Business Intelligence
1 14 (100.00%) Apache Hive
1 14 (100.00%) Big Data
1 14 (100.00%) Hadoop
2 7 (50.00%) SQL Server
3 5 (35.71%) MySQL
4 4 (28.57%) NoSQL
5 3 (21.43%) HBase
5 3 (21.43%) RDBMS
5 3 (21.43%) Relational Database
6 2 (14.29%) Amazon Redshift
6 2 (14.29%) Apache Cassandra
6 2 (14.29%) Data Mining
7 1 (7.14%) Amazon Athena
7 1 (7.14%) Amazon RDS
7 1 (7.14%) DB2
7 1 (7.14%) Impala
7 1 (7.14%) Sqoop
Development Applications
1 6 (42.86%) Git (software)
1 6 (42.86%) Selenium
2 5 (35.71%) Atlassian Bamboo
2 5 (35.71%) Bitbucket
2 5 (35.71%) CodeSonar
2 5 (35.71%) git-flow
2 5 (35.71%) JIRA
2 5 (35.71%) Robot Framework
3 1 (7.14%) Cucumber
3 1 (7.14%) LoadRunner
General
1 1 (7.14%) Banking
1 1 (7.14%) Investment Banking
1 1 (7.14%) Law
1 1 (7.14%) Legal
Job Titles
1 6 (42.86%) Software Engineer
2 5 (35.71%) C# Software Engineer
2 5 (35.71%) C++ Software Engineer
2 5 (35.71%) Java Engineer
2 5 (35.71%) Java Software Engineer
3 2 (14.29%) Architect
3 2 (14.29%) Data Scientist
3 2 (14.29%) Developer
3 2 (14.29%) Java Developer
4 1 (7.14%) Analyst
4 1 (7.14%) Big Data Engineer
4 1 (7.14%) Chief Architect
4 1 (7.14%) Chief Technical Architect
4 1 (7.14%) Data Analyst
4 1 (7.14%) Development Engineer
4 1 (7.14%) Senior Data Scientist
4 1 (7.14%) Software Development Engineer
4 1 (7.14%) Solutions Architect
4 1 (7.14%) Technical Analyst
4 1 (7.14%) Technical Architect
Libraries, Frameworks & Software Standards
1 7 (50.00%) Java EE
1 7 (50.00%) REST
2 6 (42.86%) Kafka
2 6 (42.86%) Node.js
3 5 (35.71%) .NET
3 5 (35.71%) .NET Framework
3 5 (35.71%) ASP.NET
3 5 (35.71%) Django
3 5 (35.71%) LAMP
3 5 (35.71%) RabbitMQ
3 5 (35.71%) SOAP
3 5 (35.71%) Spring MVC
3 5 (35.71%) STL
4 4 (28.57%) CSS
4 4 (28.57%) HTML
4 4 (28.57%) HTML5
5 3 (21.43%) Natural Language Processing
6 2 (14.29%) AngularJS
6 2 (14.29%) CSS3
6 2 (14.29%) Pandas
Miscellaneous
1 3 (21.43%) Algorithms
2 1 (7.14%) Analytical Skills
2 1 (7.14%) Internet of Things
2 1 (7.14%) Mainframe
2 1 (7.14%) Marketing Technology
2 1 (7.14%) VSAM
Operating Systems
1 5 (35.71%) Android
1 5 (35.71%) Apple iOS
1 5 (35.71%) Linux
1 5 (35.71%) Mac OS X
1 5 (35.71%) Windows
2 1 (7.14%) Unix
Processes & Methodologies
1 7 (50.00%) Scrum
2 6 (42.86%) Agile Software Development
2 6 (42.86%) Kanban
3 5 (35.71%) API Design
3 5 (35.71%) Cybersecurity
3 5 (35.71%) Ethical Hacking
3 5 (35.71%) Multithreading
3 5 (35.71%) Penetration Testing
3 5 (35.71%) Reverse Engineering
3 5 (35.71%) Software Engineering
3 5 (35.71%) Systems Engineering
3 5 (35.71%) Test Automation
3 5 (35.71%) User Stories
4 4 (28.57%) Analytics
5 3 (21.43%) Data Analytics
5 3 (21.43%) Data Science
5 3 (21.43%) Deep Learning
5 3 (21.43%) Machine Learning
5 3 (21.43%) Statistics
5 3 (21.43%) TDD
Programming Languages
1 11 (78.57%) Java
2 9 (64.29%) JavaScript
3 8 (57.14%) C++
3 8 (57.14%) Python
4 7 (50.00%) C#
5 6 (42.86%) C
6 5 (35.71%) Bash Shell
6 5 (35.71%) Objective-C
6 5 (35.71%) PHP
6 5 (35.71%) PowerShell
7 3 (21.43%) R
7 3 (21.43%) SQL
8 1 (7.14%) COBOL
8 1 (7.14%) JCL
8 1 (7.14%) Perl
8 1 (7.14%) PL/SQL
8 1 (7.14%) REXX
8 1 (7.14%) Scala
8 1 (7.14%) Shell Script
Qualifications
1 5 (35.71%) CCNA
1 5 (35.71%) Cisco Certification
1 5 (35.71%) CISSP
1 5 (35.71%) CompTIA Security+
1 5 (35.71%) DV Cleared
1 5 (35.71%) GIAC
1 5 (35.71%) Linux+ Certification
1 5 (35.71%) MCSE
1 5 (35.71%) Microsoft Certification
1 5 (35.71%) Network+ Certification
1 5 (35.71%) SANS
1 5 (35.71%) Security Cleared
1 5 (35.71%) SSCP
2 2 (14.29%) Degree
2 2 (14.29%) Master's Degree
2 2 (14.29%) PhD
System Software
1 5 (35.71%) Docker
1 5 (35.71%) vSphere
2 2 (14.29%) HDFS
Systems Management
1 5 (35.71%) Puppet
1 5 (35.71%) Salt
2 1 (7.14%) CA Endevor
2 1 (7.14%) Oozie
Vendors
1 5 (35.71%) Microsoft
2 3 (21.43%) Talend
3 2 (14.29%) Cloudera
3 2 (14.29%) Splunk
4 1 (7.14%) Oracle
4 1 (7.14%) Syncsort