Period
to 17 January 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 17 January 2018 with a comparison to the same period in the previous 2 years.

Apache Pig
UK > England
6 months to
17 Jan 2018
Same period 2017 Same period 2016
Rank 908 728 749
Rank change year-on-year -180 +21 +230
Permanent jobs citing Apache Pig 239 453 552
As % of all permanent IT jobs advertised in England 0.15% 0.27% 0.29%
As % of the Application Platforms category 0.86% 1.50% 1.52%
Number of salaries quoted 185 358 447
England median annual salary £70,000 £57,000 £67,500
Median salary % change year-on-year +22.81% -15.56% +8.00%
10th Percentile £37,500 £33,750 £42,500
90th Percentile £114,000 £83,250 £92,500
UK median annual salary £70,000 £57,000 £65,000
% change year-on-year +22.81% -12.31% +4.00%

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 England with a requirement for application platform skills.

All Application Platform Skills
England
Permanent vacancies with a requirement for application platform skills 27,752 30,273 36,317
As % of all permanent IT jobs advertised in England 17.11% 18.03% 18.80%
Number of salaries quoted 22,955 25,553 30,593
England median annual salary £48,000 £46,000 £45,000
Median salary % change year-on-year +4.35% +2.22% +5.88%
10th Percentile £27,500 £26,750 £26,250
90th Percentile £77,500 £75,000 £73,750
UK median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

Apache Pig
Job Vacancy Trend in England

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

Job vacancy trend for Apache Pig in England

Apache Pig
Salary Trend in England

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

Salary trend for Apache Pig in England

Apache Pig
Salary Histogram in England

The salary distribution of IT jobs citing Apache Pig in England over the 6 months to 17 January 2018.

Salary histogram for Apache Pig in England

Apache Pig
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Pig within the England region over the 6 months to 17 January 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
London -50 133 £90,000 +28.57% 17
South East +8 44 £55,000 - 6
South West -71 26 £50,000 +6.38% 3
North of England -28 22 £62,500 +19.05% 4
North West -35 16 £85,250 +49.56%
East of England +27 14 £75,000 +5.26% 1
Yorkshire +29 6 £40,000 -40.74% 4
Apache Pig
UK

For the 6 months to 17 January 2018, 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 across the England region with a requirement for Apache Pig.

1 210 (87.87%) Hadoop
2 205 (85.77%) Apache Hive
3 189 (79.08%) Big Data
4 172 (71.97%) Java
5 154 (64.44%) Apache Spark
6 153 (64.02%) Python
7 112 (46.86%) Analytics
8 105 (43.93%) MongoDB
9 99 (41.42%) MapReduce
10 96 (40.17%) Agile Software Development
11 90 (37.66%) SQL
11 90 (37.66%) HBase
12 81 (33.89%) Visualisation
13 76 (31.80%) Linux
14 75 (31.38%) NoSQL
15 71 (29.71%) Degree
16 70 (29.29%) Apache Cassandra
16 70 (29.29%) Machine Learning
17 68 (28.45%) Scala
18 60 (25.10%) Amazon AWS
18 60 (25.10%) Tableau
18 60 (25.10%) ETL
18 60 (25.10%) Business Intelligence
19 58 (24.27%) Software Engineering
19 58 (24.27%) HDFS
20 57 (23.85%) Apache Flume
21 56 (23.43%) Computer Science
22 53 (22.18%) Relational Database
22 53 (22.18%) R
23 48 (20.08%) Data Visualisation

Apache Pig
Co-occurring IT Skills in England 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
1 154 (64.44%) Apache Spark
2 43 (17.99%) Elasticsearch
3 40 (16.74%) Apache
4 37 (15.48%) SAS
5 13 (5.44%) WebSphere
6 8 (3.35%) Apache Solr
7 6 (2.51%) Tomcat
8 5 (2.09%) Apache Geronimo
8 5 (2.09%) GlassFish
8 5 (2.09%) JBoss
9 4 (1.67%) Confluence
10 3 (1.26%) Oracle SOA Suite
10 3 (1.26%) WebLogic
11 2 (0.84%) BizTalk Server
11 2 (0.84%) Jupyter
Applications
1 22 (9.21%) SPSS
2 11 (4.60%) Microsoft Excel
2 11 (4.60%) Weka
3 7 (2.93%) Microsoft Office
3 7 (2.93%) Microsoft PowerPoint
3 7 (2.93%) MS Visio
4 5 (2.09%) GNU Octave
5 2 (0.84%) S-PLUS
5 2 (0.84%) Stata
Business Applications
1 3 (1.26%) Oracle 11i
1 3 (1.26%) Oracle Assets
1 3 (1.26%) Oracle EBS
1 3 (1.26%) Oracle EBS R12
1 3 (1.26%) Oracle General Ledger
1 3 (1.26%) Oracle iProcurement
1 3 (1.26%) Oracle Payables
1 3 (1.26%) Oracle Receivables
2 2 (0.84%) Dynamics CRM
Cloud Services
1 60 (25.10%) Amazon AWS
2 45 (18.83%) Microsoft Azure
3 24 (10.04%) Amazon EMR
4 12 (5.02%) Cloud Computing
4 12 (5.02%) GitHub
5 11 (4.60%) Amazon Kinesis
5 11 (4.60%) Google Cloud Platform
6 7 (2.93%) Amazon EC2
7 3 (1.26%) SaaS
8 2 (0.84%) Cortana Intelligence Suite
8 2 (0.84%) Office 365
9 1 (0.42%) Amazon S3
9 1 (0.42%) AWS Data Pipeline
9 1 (0.42%) AWS Lambda
9 1 (0.42%) Azure Data Factory
9 1 (0.42%) Azure Machine Learning
9 1 (0.42%) IBM Cloud
9 1 (0.42%) Serverless
9 1 (0.42%) SoftLayer
Communications & Networking
1 11 (4.60%) Firewall
1 11 (4.60%) Internet
1 11 (4.60%) TCP/IP
2 10 (4.18%) HTTP
2 10 (4.18%) SSL
3 2 (0.84%) Network Security
Database & Business Intelligence
1 210 (87.87%) Hadoop
2 205 (85.77%) Apache Hive
3 189 (79.08%) Big Data
4 105 (43.93%) MongoDB
5 90 (37.66%) HBase
6 75 (31.38%) NoSQL
7 70 (29.29%) Apache Cassandra
8 53 (22.18%) Relational Database
9 44 (18.41%) Impala
10 40 (16.74%) Sqoop
11 35 (14.64%) MySQL
12 32 (13.39%) Data Warehouse
12 32 (13.39%) RDBMS
13 31 (12.97%) SQL Server
14 27 (11.30%) Data Mining
15 24 (10.04%) Power BI
16 20 (8.37%) QlikView
17 17 (7.11%) Mahout
17 17 (7.11%) Spotfire
18 15 (6.28%) Neo4j
Development Applications
1 30 (12.55%) Git (software)
2 27 (11.30%) JIRA
3 18 (7.53%) Jenkins
4 13 (5.44%) Selenium
5 10 (4.18%) Atlassian Bamboo
5 10 (4.18%) Bitbucket
5 10 (4.18%) CodeSonar
5 10 (4.18%) git-flow
5 10 (4.18%) Robot Framework
6 8 (3.35%) gulp
6 8 (3.35%) Vagrant
6 8 (3.35%) webpack
7 6 (2.51%) Eclipse
7 6 (2.51%) IntelliJ
7 6 (2.51%) Maven
7 6 (2.51%) NetBeans
8 5 (2.09%) Ant
9 4 (1.67%) Team Foundation Server
10 2 (0.84%) Gradle
10 2 (0.84%) Visual Studio Team System
General
1 41 (17.15%) Finance
2 27 (11.30%) Retail
3 15 (6.28%) Banking
4 12 (5.02%) Marketing
5 10 (4.18%) Electronics
6 5 (2.09%) Automotive
7 4 (1.67%) Financial Institution
7 4 (1.67%) Games
8 3 (1.26%) Military
9 2 (0.84%) Billing
9 2 (0.84%) Investment Banking
9 2 (0.84%) Manufacturing
9 2 (0.84%) Telecoms
10 1 (0.42%) Aerospace
10 1 (0.42%) Front Office
10 1 (0.42%) iGaming
10 1 (0.42%) Legal
10 1 (0.42%) Pharmaceutical
Job Titles
1 50 (20.92%) Data Engineer
2 46 (19.25%) Developer
3 37 (15.48%) Data Scientist
4 34 (14.23%) Software Engineer
5 31 (12.97%) Big Data Engineer
6 28 (11.72%) Hadoop Engineer
7 26 (10.88%) Java Developer
8 24 (10.04%) Architect
9 19 (7.95%) Senior Data Engineer
10 17 (7.11%) Data Architect
11 15 (6.28%) Senior Developer
12 14 (5.86%) Big Data Architect
12 14 (5.86%) Senior Java Developer
13 12 (5.02%) Big Data Developer
13 12 (5.02%) Java Engineer
13 12 (5.02%) Solutions Architect
14 11 (4.60%) Senior Software Engineer
15 10 (4.18%) Lead Developer
16 9 (3.77%) Consultant
16 9 (3.77%) Java Software Engineer
Libraries, Frameworks & Software Standards
1 47 (19.67%) Java EE
1 47 (19.67%) Web Services
2 41 (17.15%) Kafka
3 39 (16.32%) Node.js
4 36 (15.06%) Spring
5 33 (13.81%) RabbitMQ
6 31 (12.97%) Hibernate
7 26 (10.88%) Pandas
8 25 (10.46%) AngularJS
8 25 (10.46%) SOAP
9 24 (10.04%) HTML
10 23 (9.62%) REST
11 22 (9.21%) CSS
11 22 (9.21%) LAMP
12 21 (8.79%) NumPy
13 19 (7.95%) .NET
14 18 (7.53%) MLlib
15 16 (6.69%) JMS
16 15 (6.28%) ActiveMQ
16 15 (6.28%) Middleware
Miscellaneous
1 56 (23.43%) Computer Science
2 28 (11.72%) Algorithms
3 26 (10.88%) Analytical Skills
4 15 (6.28%) PKI
5 14 (5.86%) Data Structures
6 13 (5.44%) Fintech
6 13 (5.44%) Greenfield Project
7 11 (4.60%) Clustering
7 11 (4.60%) User Experience
8 7 (2.93%) Mainframe
8 7 (2.93%) Virtual Team
9 6 (2.51%) Analytical Mindset
9 6 (2.51%) Mobile App
10 4 (1.67%) Private Cloud
11 3 (1.26%) DataPower
11 3 (1.26%) Equities
11 3 (1.26%) Hybrid Cloud
11 3 (1.26%) Public Cloud
11 3 (1.26%) Taxonomies
12 2 (0.84%) Blog
Operating Systems
1 76 (31.80%) Linux
2 15 (6.28%) Android
3 14 (5.86%) Apple iOS
3 14 (5.86%) Windows
4 10 (4.18%) Mac OS X
5 6 (2.51%) Unix
Processes & Methodologies
1 112 (46.86%) Analytics
2 99 (41.42%) MapReduce
3 96 (40.17%) Agile Software Development
4 81 (33.89%) Visualisation
5 70 (29.29%) Machine Learning
6 60 (25.10%) Business Intelligence
6 60 (25.10%) ETL
7 58 (24.27%) Software Engineering
8 48 (20.08%) Data Visualisation
9 47 (19.67%) Mathematics
10 40 (16.74%) DevOps
11 38 (15.90%) Data Analytics
11 38 (15.90%) Open Source
11 38 (15.90%) Scrum
12 35 (14.64%) Statistics
13 30 (12.55%) E-Commerce
14 25 (10.46%) Data Modelling
15 24 (10.04%) Continuous Integration
16 22 (9.21%) Microservices
17 20 (8.37%) Cybersecurity
Programming Languages
1 172 (71.97%) Java
2 153 (64.02%) Python
3 90 (37.66%) SQL
4 68 (28.45%) Scala
5 53 (22.18%) R
6 46 (19.25%) JavaScript
7 41 (17.15%) C#
8 38 (15.90%) C++
9 31 (12.97%) C
10 30 (12.55%) Perl
11 21 (8.79%) PHP
12 16 (6.69%) Ruby
13 11 (4.60%) Objective-C
13 11 (4.60%) PowerShell
13 11 (4.60%) T-SQL
14 10 (4.18%) Bash Shell
15 9 (3.77%) Shell Script
16 8 (3.35%) Groovy
16 8 (3.35%) MATLAB
16 8 (3.35%) PL/SQL
Qualifications
1 71 (29.71%) Degree
2 33 (13.81%) Computer Science Degree
3 25 (10.46%) Numerate Degree
4 18 (7.53%) PhD
5 16 (6.69%) Security Cleared
6 14 (5.86%) DV Cleared
7 9 (3.77%) CCNA
7 9 (3.77%) Cisco Certification
7 9 (3.77%) CISSP
7 9 (3.77%) GIAC
7 9 (3.77%) Linux+ Certification
7 9 (3.77%) MCSE
7 9 (3.77%) Microsoft Certification
7 9 (3.77%) Network+ Certification
7 9 (3.77%) SANS
7 9 (3.77%) SSCP
8 8 (3.35%) CompTIA Security+
9 5 (2.09%) Master's Degree
10 3 (1.26%) ISTQB
10 3 (1.26%) PRINCE2 Certification
Quality Assurance & Compliance
1 11 (4.60%) Data Quality
1 11 (4.60%) QA
2 3 (1.26%) GDPR
3 2 (0.84%) GCP
System Software
1 58 (24.27%) HDFS
2 57 (23.85%) Apache Flume
3 47 (19.67%) Docker
4 13 (5.44%) VMware Infrastructure
5 12 (5.02%) Hyper-V
6 10 (4.18%) vSphere
7 3 (1.26%) Apache ZooKeeper
Systems Management
1 26 (10.88%) Oozie
2 15 (6.28%) Puppet
3 11 (4.60%) Opscode Chef
4 10 (4.18%) Salt
5 8 (3.35%) Hadoop YARN
5 8 (3.35%) Mesos
6 4 (1.67%) Nagios
7 3 (1.26%) Ansible
8 2 (0.84%) Kubernetes
8 2 (0.84%) QRadar
Vendors
1 60 (25.10%) Tableau
2 42 (17.57%) Oracle
3 28 (11.72%) Cloudera
3 28 (11.72%) Microsoft
4 15 (6.28%) Hortonworks
4 15 (6.28%) MapR
4 15 (6.28%) VMware
5 13 (5.44%) Informatica
6 11 (4.60%) Google
6 11 (4.60%) SAP
7 10 (4.18%) Cognos
8 9 (3.77%) Alteryx
8 9 (3.77%) Atlassian
9 8 (3.35%) MicroStrategy
10 7 (2.93%) Birst
11 6 (2.51%) Splunk
11 6 (2.51%) Teradata
12 5 (2.09%) Netezza
13 4 (1.67%) IBM
13 4 (1.67%) TIBCO