Period
to 22 October 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 22 October 2017 with a comparison to the same period in the previous 2 years.

Apache Pig
UK
6 months to
22 Oct 2017
Same period 2016 Same period 2015
Rank 976 802 798
Rank change year-on-year -174 -4 +251
Permanent jobs citing Apache Pig 208 470 543
As % of all permanent IT jobs advertised in the UK 0.12% 0.25% 0.25%
As % of the Application Platforms category 0.67% 1.35% 1.30%
Number of salaries quoted 159 362 453
UK median annual salary £67,500 £60,000 £70,000
Median salary % change year-on-year +12.50% -14.29% +6.06%
10th Percentile £32,500 £38,750 £42,500
90th Percentile £112,500 £96,250 £92,500
UK excluding London median annual salary £55,000 £52,500 £51,000
% change year-on-year +4.76% +2.94% -36.25%

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 31107 34862 41617
As % of all permanent IT jobs advertised in the UK 17.85% 18.38% 19.03%
Number of salaries quoted 25061 29439 34665
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 £76,250 £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 22 October 2017.

Salary histogram for Apache Pig in the UK

Apache Pig
Top 14 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 22 October 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 -182 196 £70,000 +16.67% 6
London -58 126 £82,500 +6.45% 5
UK excluding London -139 81 £55,000 +4.76% 1
South East +10 28 £55,000 -8.33% 1
North of England +13 25 £70,000 +27.27%
North West +1 22 £70,000 +22.81%
East of England +12 9 £85,000 +41.67%
Wales +12 7 £35,000 -30.00%
Scotland -17 6 £105,500 +100.95%
South West -91 6 £46,250 -7.50%
Yorkshire +12 3 £40,000 -27.27%
Midlands +6 2 £76,250 +38.64%
East Midlands +41 1 £77,500 +47.62%
West Midlands -13 1 £75,000 +36.36%

For the 6 months to 22 October 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.

1 195 (93.75%) Hadoop
2 171 (82.21%) Apache Hive
3 167 (80.29%) Big Data
4 162 (77.88%) Apache Spark
5 128 (61.54%) Python
6 125 (60.10%) Java
7 110 (52.88%) Analytics
8 108 (51.92%) MapReduce
9 94 (45.19%) Agile Software Development
10 92 (44.23%) HBase
11 76 (36.54%) MongoDB
11 76 (36.54%) NoSQL
12 73 (35.10%) SQL
13 64 (30.77%) Amazon AWS
14 61 (29.33%) Apache Flume
15 60 (28.85%) Machine Learning
15 60 (28.85%) R
15 60 (28.85%) Linux
16 58 (27.88%) Apache Cassandra
17 57 (27.40%) Finance
18 55 (26.44%) HDFS
19 54 (25.96%) Kafka
20 53 (25.48%) Scala
21 52 (25.00%) Web Services
22 47 (22.60%) Business Intelligence
22 47 (22.60%) Visualisation
23 46 (22.12%) Tableau
24 44 (21.15%) Degree
25 43 (20.67%) SAS
26 42 (20.19%) 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
1 162 (77.88%) Apache Spark
2 43 (20.67%) SAS
3 30 (14.42%) Apache
4 16 (7.69%) Elasticsearch
5 13 (6.25%) WebSphere
6 8 (3.85%) Apache Solr
7 4 (1.92%) JBoss
7 4 (1.92%) WebLogic
8 2 (0.96%) Tomcat
9 1 (0.48%) CMS
9 1 (0.48%) Jupyter
Applications
1 19 (9.13%) SPSS
2 5 (2.40%) Microsoft Excel
3 4 (1.92%) S-PLUS
3 4 (1.92%) Stata
4 3 (1.44%) Microsoft Office
4 3 (1.44%) Microsoft PowerPoint
4 3 (1.44%) MS Visio
5 2 (0.96%) GNU Octave
6 1 (0.48%) Weka
Cloud Services
1 64 (30.77%) Amazon AWS
2 37 (17.79%) Microsoft Azure
3 15 (7.21%) Amazon EMR
4 11 (5.29%) Cloud Computing
5 8 (3.85%) Google Cloud Platform
6 7 (3.37%) Amazon EC2
7 3 (1.44%) IBM Cloud
8 2 (0.96%) Amazon S3
8 2 (0.96%) Bluemix
8 2 (0.96%) Cortana Intelligence Suite
8 2 (0.96%) Office 365
9 1 (0.48%) Amazon Kinesis
9 1 (0.48%) AWS Lambda
9 1 (0.48%) PaaS
9 1 (0.48%) Serverless
9 1 (0.48%) SoftLayer
Communications & Networking
1 4 (1.92%) HTTP
1 4 (1.92%) SSL
2 3 (1.44%) Firewall
2 3 (1.44%) TCP/IP
3 2 (0.96%) Internet
3 2 (0.96%) LDAP
Database & Business Intelligence
1 195 (93.75%) Hadoop
2 171 (82.21%) Apache Hive
3 167 (80.29%) Big Data
4 92 (44.23%) HBase
5 76 (36.54%) MongoDB
5 76 (36.54%) NoSQL
6 58 (27.88%) Apache Cassandra
7 42 (20.19%) Sqoop
8 40 (19.23%) Relational Database
9 37 (17.79%) Impala
10 29 (13.94%) Data Mining
11 24 (11.54%) QlikView
12 22 (10.58%) Pentaho
13 19 (9.13%) Data Warehouse
14 17 (8.17%) Neo4j
14 17 (8.17%) RDBMS
14 17 (8.17%) SQL Server
15 16 (7.69%) MySQL
16 14 (6.73%) Amazon DynamoDB
16 14 (6.73%) Spotfire
Development Applications
1 16 (7.69%) Jenkins
2 11 (5.29%) Git (software)
2 11 (5.29%) gulp
2 11 (5.29%) Vagrant
2 11 (5.29%) webpack
3 8 (3.85%) JIRA
4 7 (3.37%) Eclipse
5 5 (2.40%) IntelliJ
5 5 (2.40%) NetBeans
5 5 (2.40%) Talend Open Studio
6 4 (1.92%) Maven
6 4 (1.92%) Selenium
7 2 (0.96%) Atlassian Bamboo
7 2 (0.96%) Bitbucket
7 2 (0.96%) CodeSonar
7 2 (0.96%) Cucumber
7 2 (0.96%) git-flow
7 2 (0.96%) Robot Framework
8 1 (0.48%) Mocha
8 1 (0.48%) Team Foundation Server
General
1 57 (27.40%) Finance
2 21 (10.10%) Retail
3 12 (5.77%) Banking
3 12 (5.77%) Games
4 3 (1.44%) Electronics
5 2 (0.96%) Investment Banking
5 2 (0.96%) Marketing
5 2 (0.96%) Telecoms
6 1 (0.48%) Digital Economy
6 1 (0.48%) Financial Institution
6 1 (0.48%) Front Office
6 1 (0.48%) iGaming
6 1 (0.48%) Manufacturing
Job Titles
1 38 (18.27%) Data Scientist
1 38 (18.27%) Developer
2 26 (12.50%) Architect
3 21 (10.10%) Data Engineer
4 19 (9.13%) Data Architect
4 19 (9.13%) Hadoop Engineer
5 18 (8.65%) Big Data Developer
5 18 (8.65%) Software Engineer
6 16 (7.69%) Big Data Architect
7 13 (6.25%) Analyst
7 13 (6.25%) Data Analyst
7 13 (6.25%) Hadoop Developer
8 12 (5.77%) Solutions Architect
9 10 (4.81%) Big Data Engineer
9 10 (4.81%) Java Developer
10 8 (3.85%) Cloud Developer
11 7 (3.37%) Big Data Solutions Architect
11 7 (3.37%) Consultant
11 7 (3.37%) Senior Data Scientist
11 7 (3.37%) Senior Manager
Libraries, Frameworks & Software Standards
1 54 (25.96%) Kafka
2 52 (25.00%) Web Services
3 29 (13.94%) Node.js
4 20 (9.62%) Java EE
5 18 (8.65%) .NET
6 13 (6.25%) HTML
6 13 (6.25%) Spring
7 11 (5.29%) AngularJS
7 11 (5.29%) CSS
7 11 (5.29%) Elastic Stack
7 11 (5.29%) Ember.js
7 11 (5.29%) Hibernate
7 11 (5.29%) IBM Integration Bus
7 11 (5.29%) J2EE
7 11 (5.29%) Natural Language Processing
7 11 (5.29%) Pandas
7 11 (5.29%) React
7 11 (5.29%) Sass
8 9 (4.33%) LAMP
8 9 (4.33%) RabbitMQ
Miscellaneous
1 38 (18.27%) Analytical Skills
2 35 (16.83%) Computer Science
3 28 (13.46%) Algorithms
4 16 (7.69%) Data Structures
5 12 (5.77%) Greenfield Project
5 12 (5.77%) PKI
6 7 (3.37%) Virtual Team
7 6 (2.88%) Fintech
8 5 (2.40%) Taxonomies
9 3 (1.44%) Equities
9 3 (1.44%) Mainframe
10 2 (0.96%) Blog
10 2 (0.96%) Mobile App
10 2 (0.96%) Online Games
10 2 (0.96%) Robotics
11 1 (0.48%) Cyber Attack
11 1 (0.48%) Cybercrime
11 1 (0.48%) Internet of Things
11 1 (0.48%) Mobile Banking
11 1 (0.48%) Private Cloud
Operating Systems
1 60 (28.85%) Linux
2 7 (3.37%) Unix
3 6 (2.88%) Android
3 6 (2.88%) Windows
4 5 (2.40%) Apple iOS
5 2 (0.96%) Mac OS X
5 2 (0.96%) Solaris
Processes & Methodologies
1 110 (52.88%) Analytics
2 108 (51.92%) MapReduce
3 94 (45.19%) Agile Software Development
4 60 (28.85%) Machine Learning
5 47 (22.60%) Business Intelligence
5 47 (22.60%) Visualisation
6 41 (19.71%) Software Engineering
7 39 (18.75%) ETL
8 37 (17.79%) Data Analytics
9 31 (14.90%) Continuous Integration
10 28 (13.46%) Mathematics
11 27 (12.98%) Data Management
12 24 (11.54%) DevOps
13 23 (11.06%) Scrum
13 23 (11.06%) Statistics
14 22 (10.58%) Data Modelling
15 21 (10.10%) Data Architecture
16 20 (9.62%) Use Case
17 19 (9.13%) Open Source
17 19 (9.13%) Waterfall
Programming Languages
1 128 (61.54%) Python
2 125 (60.10%) Java
3 73 (35.10%) SQL
4 60 (28.85%) R
5 53 (25.48%) Scala
6 27 (12.98%) JavaScript
7 24 (11.54%) C#
8 20 (9.62%) C++
9 18 (8.65%) Perl
10 12 (5.77%) C
10 12 (5.77%) PHP
10 12 (5.77%) Ruby
11 11 (5.29%) ES6
11 11 (5.29%) MATLAB
12 7 (3.37%) HiveQL
13 5 (2.40%) T-SQL
14 4 (1.92%) Bash Shell
14 4 (1.92%) PowerShell
14 4 (1.92%) Shell Script
15 3 (1.44%) Objective-C
Qualifications
1 44 (21.15%) Degree
2 18 (8.65%) PhD
3 15 (7.21%) Computer Science Degree
4 14 (6.73%) Security Cleared
5 8 (3.85%) Numerate Degree
6 7 (3.37%) SC Cleared
7 6 (2.88%) DV Cleared
7 6 (2.88%) Master's Degree
8 3 (1.44%) CCNA
8 3 (1.44%) Cisco Certification
8 3 (1.44%) CISSP
8 3 (1.44%) GIAC
8 3 (1.44%) Linux+ Certification
8 3 (1.44%) MCSE
8 3 (1.44%) Microsoft Certification
8 3 (1.44%) Network+ Certification
8 3 (1.44%) SANS
8 3 (1.44%) SSCP
9 2 (0.96%) CompTIA Security+
9 2 (0.96%) Security+ Certification
Quality Assurance & Compliance
1 14 (6.73%) Data Quality
2 9 (4.33%) QA
3 5 (2.40%) GDPR
4 2 (0.96%) GCP
System Software
1 61 (29.33%) Apache Flume
2 55 (26.44%) HDFS
3 21 (10.10%) Docker
4 8 (3.85%) VMware Infrastructure
5 7 (3.37%) Hyper-V
6 2 (0.96%) Active Directory
6 2 (0.96%) vSphere
7 1 (0.48%) Apache ZooKeeper
Systems Management
1 32 (15.38%) Oozie
2 12 (5.77%) Mesos
3 8 (3.85%) Hadoop YARN
4 7 (3.37%) Opscode Chef
5 6 (2.88%) Ambari
5 6 (2.88%) Puppet
6 4 (1.92%) Nagios
7 3 (1.44%) Ansible
8 2 (0.96%) Kubernetes
8 2 (0.96%) QRadar
8 2 (0.96%) Salt
9 1 (0.48%) Kibana
9 1 (0.48%) Terraform
Vendors
1 46 (22.12%) Tableau
2 35 (16.83%) Cloudera
3 25 (12.02%) Oracle
4 19 (9.13%) Microsoft
5 15 (7.21%) TIBCO
6 9 (4.33%) Google
6 9 (4.33%) Hortonworks
6 9 (4.33%) Splunk
7 8 (3.85%) Informatica
7 8 (3.85%) VMware
8 7 (3.37%) Cognos
8 7 (3.37%) Teradata
9 6 (2.88%) IBM
9 6 (2.88%) Netezza
9 6 (2.88%) Vertica
10 5 (2.40%) MapR
10 5 (2.40%) MicroStrategy
10 5 (2.40%) Talend
11 4 (1.92%) Alteryx
11 4 (1.92%) SAP