Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies 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 24 November 2017 with a comparison to the same period in the previous 2 years.

Apache Pig
UK
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 995 774 795
Rank change year-on-year -221 +21 +236
Permanent jobs citing Apache Pig 216 464 569
As % of all permanent IT jobs advertised in the UK 0.12% 0.25% 0.26%
As % of the Application Platforms category 0.69% 1.34% 1.38%
Number of salaries quoted 168 359 476
UK median annual salary £70,000 £57,000 £70,000
Median salary % change year-on-year +22.81% -18.57% +7.69%
10th Percentile £36,000 £36,850 £42,500
90th Percentile £112,875 £92,500 £92,500
UK excluding London median annual salary £50,000 £50,000 £51,500
% change year-on-year - -2.91% -30.41%

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 with a requirement for application platform skills.

All Application Platform Skills
UK
Permanent vacancies with a requirement for application platform skills 31371 34506 41195
As % of all permanent IT jobs advertised in the UK 17.42% 18.23% 18.83%
Number of salaries quoted 25364 29146 34305
UK median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,000 £26,750 £26,250
90th Percentile £77,500 £75,000 £72,500
UK excluding London median annual salary £40,000 £40,000 £40,000

Apache Pig
Job Vacancy Trend

Job postings citing Apache Pig as a percentage of all IT jobs advertised.

Job vacancy trend for Apache Pig in the UK

Apache Pig
Salary Trend

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

Salary trend for Apache Pig in the UK

Apache Pig
Salary Histogram

The salary distribution of IT jobs citing Apache Pig over the 6 months to 24 November 2017.

Salary histogram for Apache Pig in the UK

Apache Pig
Top 13 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Pig within the UK over the 6 months to 24 November 2017. 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
England -171 203 £70,000 +16.67% 26
London -72 124 £85,000 +13.33% 17
UK excluding London -116 91 £50,000 - 9
South East +27 33 £60,000 - 2
North of England +3 22 £65,000 +14.04% 4
North West -27 18 £70,000 +22.81%
South West -79 16 £50,000 +5.26% 3
Wales +18 10 £38,750 -29.55%
East of England +12 7 £85,000 +28.30%
Yorkshire +26 4 £40,000 -40.74% 4
Scotland -16 4 £105,500 +100.95%
Midlands +16 1 £75,000 +50.00%
West Midlands +1 1 £75,000 +50.00%

For the 6 months to 24 November 2017, IT jobs citing Apache Pig also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Apache Pig.

1 198 (91.67%) Hadoop
2 181 (83.80%) Apache Hive
3 167 (77.31%) Big Data
4 152 (70.37%) Apache Spark
5 147 (68.06%) Java
6 142 (65.74%) Python
7 115 (53.24%) Analytics
8 103 (47.69%) MapReduce
9 94 (43.52%) Agile Software Development
10 84 (38.89%) HBase
11 82 (37.96%) MongoDB
12 74 (34.26%) SQL
13 70 (32.41%) NoSQL
14 64 (29.63%) Visualisation
14 64 (29.63%) Machine Learning
15 62 (28.70%) Linux
16 58 (26.85%) Amazon AWS
17 57 (26.39%) Scala
18 56 (25.93%) Degree
19 55 (25.46%) Apache Cassandra
20 54 (25.00%) R
21 53 (24.54%) Apache Flume
21 53 (24.54%) Business Intelligence
22 51 (23.61%) Software Engineering
23 49 (22.69%) Web Services
23 49 (22.69%) Tableau
24 47 (21.76%) Kafka
24 47 (21.76%) Finance
25 46 (21.30%) HDFS
26 43 (19.91%) Sqoop

Apache Pig
Co-occurring IT Skills 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
1 152 (70.37%) Apache Spark
2 38 (17.59%) Apache
3 33 (15.28%) SAS
4 31 (14.35%) Elasticsearch
5 11 (5.09%) WebSphere
6 8 (3.70%) Apache Solr
7 3 (1.39%) Jupyter
8 2 (0.93%) JBoss
8 2 (0.93%) WebLogic
9 1 (0.46%) Confluence
9 1 (0.46%) Tomcat
Applications
1 19 (8.80%) SPSS
2 9 (4.17%) Microsoft Excel
3 7 (3.24%) Microsoft Office
3 7 (3.24%) Microsoft PowerPoint
3 7 (3.24%) MS Visio
4 3 (1.39%) S-PLUS
4 3 (1.39%) Stata
5 2 (0.93%) GNU Octave
5 2 (0.93%) Weka
Cloud Services
1 58 (26.85%) Amazon AWS
2 42 (19.44%) Microsoft Azure
3 20 (9.26%) Amazon EMR
4 10 (4.63%) Cloud Computing
5 8 (3.70%) Google Cloud Platform
6 7 (3.24%) Amazon EC2
6 7 (3.24%) Amazon Kinesis
7 4 (1.85%) GitHub
8 3 (1.39%) IBM Cloud
9 2 (0.93%) Amazon S3
9 2 (0.93%) Bluemix
9 2 (0.93%) Cortana Intelligence Suite
9 2 (0.93%) Office 365
10 1 (0.46%) AWS Lambda
10 1 (0.46%) PaaS
10 1 (0.46%) Serverless
10 1 (0.46%) SoftLayer
Communications & Networking
1 8 (3.70%) Firewall
1 8 (3.70%) TCP/IP
2 7 (3.24%) HTTP
2 7 (3.24%) SSL
3 6 (2.78%) Internet
Database & Business Intelligence
1 198 (91.67%) Hadoop
2 181 (83.80%) Apache Hive
3 167 (77.31%) Big Data
4 84 (38.89%) HBase
5 82 (37.96%) MongoDB
6 70 (32.41%) NoSQL
7 55 (25.46%) Apache Cassandra
8 43 (19.91%) Sqoop
9 38 (17.59%) Relational Database
10 34 (15.74%) Impala
11 25 (11.57%) QlikView
12 24 (11.11%) Data Mining
13 23 (10.65%) MySQL
14 21 (9.72%) Data Warehouse
15 20 (9.26%) Spotfire
15 20 (9.26%) SQL Server
16 19 (8.80%) RDBMS
17 18 (8.33%) Power BI
18 15 (6.94%) Pentaho
19 11 (5.09%) Neo4j
Development Applications
1 20 (9.26%) Git (software)
2 18 (8.33%) JIRA
3 17 (7.87%) Jenkins
4 11 (5.09%) gulp
4 11 (5.09%) Vagrant
4 11 (5.09%) webpack
5 9 (4.17%) Selenium
6 8 (3.70%) Eclipse
7 7 (3.24%) Atlassian Bamboo
7 7 (3.24%) Bitbucket
7 7 (3.24%) CodeSonar
7 7 (3.24%) git-flow
7 7 (3.24%) Robot Framework
8 6 (2.78%) IntelliJ
8 6 (2.78%) NetBeans
9 4 (1.85%) Maven
10 2 (0.93%) Cucumber
10 2 (0.93%) Subversion
11 1 (0.46%) Mocha
11 1 (0.46%) Team Foundation Server
General
1 47 (21.76%) Finance
2 22 (10.19%) Retail
3 14 (6.48%) Banking
3 14 (6.48%) Games
4 6 (2.78%) Electronics
5 3 (1.39%) Marketing
5 3 (1.39%) Military
6 2 (0.93%) Investment Banking
6 2 (0.93%) Telecoms
7 1 (0.46%) Digital Economy
7 1 (0.46%) Financial Institution
7 1 (0.46%) Front Office
7 1 (0.46%) iGaming
7 1 (0.46%) Legal
7 1 (0.46%) Manufacturing
Job Titles
1 42 (19.44%) Developer
2 34 (15.74%) Data Scientist
3 27 (12.50%) Data Engineer
3 27 (12.50%) Software Engineer
4 23 (10.65%) Architect
5 21 (9.72%) Hadoop Engineer
6 18 (8.33%) Data Architect
7 17 (7.87%) Java Developer
8 16 (7.41%) Analyst
9 15 (6.94%) Big Data Architect
9 15 (6.94%) Data Analyst
10 14 (6.48%) Big Data Developer
11 13 (6.02%) Hadoop Developer
12 11 (5.09%) Big Data Engineer
12 11 (5.09%) Senior Developer
12 11 (5.09%) Solutions Architect
13 10 (4.63%) Senior Java Developer
14 9 (4.17%) Senior Data Engineer
15 8 (3.70%) Lead Data Architect
15 8 (3.70%) Lead Software Engineer
Libraries, Frameworks & Software Standards
1 49 (22.69%) Web Services
2 47 (21.76%) Kafka
3 39 (18.06%) Node.js
4 35 (16.20%) Java EE
5 27 (12.50%) Spring
6 22 (10.19%) Hibernate
6 22 (10.19%) Pandas
7 20 (9.26%) AngularJS
7 20 (9.26%) LAMP
8 19 (8.80%) RabbitMQ
9 16 (7.41%) .NET
9 16 (7.41%) CSS
9 16 (7.41%) HTML
10 15 (6.94%) REST
11 14 (6.48%) SOAP
12 12 (5.56%) Apache Camel
12 12 (5.56%) Ember.js
12 12 (5.56%) HTML5
12 12 (5.56%) jQuery
12 12 (5.56%) NumPy
Miscellaneous
1 39 (18.06%) Computer Science
2 29 (13.43%) Analytical Skills
3 26 (12.04%) Algorithms
4 16 (7.41%) PKI
5 15 (6.94%) Greenfield Project
6 11 (5.09%) Data Structures
7 10 (4.63%) Fintech
8 7 (3.24%) Mainframe
8 7 (3.24%) Virtual Team
9 6 (2.78%) Clustering
10 5 (2.31%) Taxonomies
11 4 (1.85%) Mobile App
11 4 (1.85%) User Experience
12 3 (1.39%) Equities
12 3 (1.39%) Internet of Things
13 2 (0.93%) Blog
13 2 (0.93%) Management Information System
13 2 (0.93%) Online Games
14 1 (0.46%) Client/Server
14 1 (0.46%) e-Learning
Operating Systems
1 62 (28.70%) Linux
2 12 (5.56%) Android
3 11 (5.09%) Apple iOS
4 9 (4.17%) Windows
5 7 (3.24%) Mac OS X
5 7 (3.24%) Unix
Processes & Methodologies
1 115 (53.24%) Analytics
2 103 (47.69%) MapReduce
3 94 (43.52%) Agile Software Development
4 64 (29.63%) Machine Learning
4 64 (29.63%) Visualisation
5 53 (24.54%) Business Intelligence
6 51 (23.61%) Software Engineering
7 43 (19.91%) ETL
8 40 (18.52%) Data Analytics
9 34 (15.74%) Scrum
10 33 (15.28%) Continuous Integration
10 33 (15.28%) Mathematics
11 32 (14.81%) DevOps
12 28 (12.96%) Statistics
13 26 (12.04%) Data Visualisation
14 25 (11.57%) Open Source
15 23 (10.65%) Data Management
15 23 (10.65%) Data Modelling
16 19 (8.80%) E-Commerce
16 19 (8.80%) TDD
Programming Languages
1 147 (68.06%) Java
2 142 (65.74%) Python
3 74 (34.26%) SQL
4 57 (26.39%) Scala
5 54 (25.00%) R
6 37 (17.13%) JavaScript
7 34 (15.74%) C#
8 30 (13.89%) C++
9 24 (11.11%) Perl
10 23 (10.65%) C
11 17 (7.87%) PHP
12 16 (7.41%) Ruby
13 11 (5.09%) ES6
13 11 (5.09%) MATLAB
14 10 (4.63%) Shell Script
15 9 (4.17%) PowerShell
16 8 (3.70%) Bash Shell
16 8 (3.70%) Objective-C
17 7 (3.24%) HiveQL
18 6 (2.78%) T-SQL
Qualifications
1 56 (25.93%) Degree
2 25 (11.57%) Computer Science Degree
3 20 (9.26%) Security Cleared
4 19 (8.80%) Numerate Degree
5 16 (7.41%) PhD
6 12 (5.56%) DV Cleared
7 7 (3.24%) CCNA
7 7 (3.24%) Cisco Certification
7 7 (3.24%) CISSP
7 7 (3.24%) GIAC
7 7 (3.24%) Linux+ Certification
7 7 (3.24%) MCSE
7 7 (3.24%) Microsoft Certification
7 7 (3.24%) Network+ Certification
7 7 (3.24%) SANS
7 7 (3.24%) SSCP
8 6 (2.78%) CompTIA Security+
8 6 (2.78%) SC Cleared
8 6 (2.78%) Security+ Certification
9 4 (1.85%) Master's Degree
Quality Assurance & Compliance
1 14 (6.48%) Data Quality
2 10 (4.63%) QA
3 5 (2.31%) GDPR
4 1 (0.46%) GCP
4 1 (0.46%) ISO 9001
System Software
1 53 (24.54%) Apache Flume
2 46 (21.30%) HDFS
3 32 (14.81%) Docker
4 12 (5.56%) VMware Infrastructure
5 11 (5.09%) Hyper-V
6 7 (3.24%) vSphere
7 1 (0.46%) Apache ZooKeeper
Systems Management
1 27 (12.50%) Oozie
2 11 (5.09%) Mesos
3 10 (4.63%) Hadoop YARN
3 10 (4.63%) Puppet
4 9 (4.17%) Opscode Chef
5 7 (3.24%) Salt
6 4 (1.85%) Nagios
7 3 (1.39%) Ansible
8 2 (0.93%) Ambari
8 2 (0.93%) QRadar
9 1 (0.46%) Kubernetes
Vendors
1 49 (22.69%) Tableau
2 29 (13.43%) Cloudera
3 26 (12.04%) Microsoft
4 25 (11.57%) Oracle
5 12 (5.56%) VMware
6 11 (5.09%) Informatica
7 10 (4.63%) Google
8 9 (4.17%) Cognos
8 9 (4.17%) Splunk
9 8 (3.70%) TIBCO
10 7 (3.24%) Birst
10 7 (3.24%) MapR
10 7 (3.24%) MicroStrategy
10 7 (3.24%) SAP
11 6 (2.78%) IBM
12 4 (1.85%) Alteryx
12 4 (1.85%) Atlassian
12 4 (1.85%) Hortonworks
13 3 (1.39%) Teradata
13 3 (1.39%) Vertica