Period
to 15 October 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 15 October 2018 with a comparison to the same period in the previous 2 years.

Apache Pig
UK > England
6 months to
15 Oct 2018
Same period 2017 Same period 2016
Rank 896 967 775
Rank change year-on-year +71 -192 +25
Permanent jobs citing Apache Pig 235 194 454
As % of all permanent IT jobs advertised in England 0.15% 0.12% 0.25%
As % of the Application Platforms category 0.92% 0.66% 1.37%
Number of salaries quoted 169 147 343
England median annual salary £70,000 £70,000 £60,000
Median salary % change year-on-year - +16.67% -14.29%
10th Percentile £37,500 £39,500 £38,750
90th Percentile £99,000 £112,500 £96,250
UK median annual salary £67,500 £67,500 £60,000
% change year-on-year - +12.50% -14.29%

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 25,462 29,332 33,112
As % of all permanent IT jobs advertised in England 16.60% 17.98% 18.43%
Number of salaries quoted 20,550 23,836 28,191
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £28,000 £27,500 £26,750
90th Percentile £82,500 £77,500 £75,000
UK median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

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 15 October 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 15 October 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 +59 144 £75,000 -9.09% 18
South West +25 28 £45,000 -2.70%
North of England +27 27 £47,500 -32.14% 3
North West +6 23 £45,000 -35.71% 2
South East -1 19 £57,500 +4.55% 1
East of England +22 16 £62,200 -4.31% 1
Yorkshire +34 4 £63,750 +59.38% 1
Apache Pig
UK

For the 6 months to 15 October 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 England region with a requirement for Apache Pig.

1 217 (92.34%) Hadoop
2 215 (91.49%) Apache Hive
3 210 (89.36%) Big Data
4 165 (70.21%) Python
5 157 (66.81%) Apache Spark
6 144 (61.28%) Java
7 105 (44.68%) Amazon AWS
8 96 (40.85%) Analytics
9 94 (40.00%) SQL
10 93 (39.57%) Agile Software Development
10 93 (39.57%) Kafka
11 91 (38.72%) Scrum
12 85 (36.17%) Data Science
13 83 (35.32%) NoSQL
14 77 (32.77%) MapReduce
14 77 (32.77%) Scala
15 76 (32.34%) Linux
16 74 (31.49%) Kanban
16 74 (31.49%) Oozie
17 73 (31.06%) C#
18 71 (30.21%) Git (software)
18 71 (30.21%) Impala
19 70 (29.79%) HBase
19 70 (29.79%) JavaScript
20 68 (28.94%) Microsoft
20 68 (28.94%) Apache Flume
20 68 (28.94%) Apache Cassandra
21 67 (28.51%) C++
21 67 (28.51%) MySQL
21 67 (28.51%) SQL Server

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
1 157 (66.81%) Apache Spark
2 50 (21.28%) Elasticsearch
3 43 (18.30%) Apache
4 24 (10.21%) Apache Solr
5 14 (5.96%) SAS
6 8 (3.40%) Tomcat
7 6 (2.55%) WildFly
8 3 (1.28%) WebSphere
9 2 (0.85%) Apache Geronimo
9 2 (0.85%) GlassFish
9 2 (0.85%) JBoss
10 1 (0.43%) Confluence
10 1 (0.43%) IBM Notes
10 1 (0.43%) IIS
10 1 (0.43%) Jupyter
10 1 (0.43%) SharePoint
Applications
1 9 (3.83%) GNU Octave
2 3 (1.28%) Chatbot
2 3 (1.28%) SPSS
3 2 (0.85%) Microsoft Excel
3 2 (0.85%) Microsoft PowerPoint
3 2 (0.85%) MS Visio
3 2 (0.85%) Weka
4 1 (0.43%) Microsoft Office
Cloud Services
1 105 (44.68%) Amazon AWS
2 50 (21.28%) Microsoft Azure
3 25 (10.64%) Amazon EMR
4 18 (7.66%) Amazon EC2
5 17 (7.23%) Amazon S3
6 15 (6.38%) Google Cloud Platform
7 13 (5.53%) Amazon Kinesis
7 13 (5.53%) AWS Lambda
7 13 (5.53%) Serverless
8 9 (3.83%) Cortana Intelligence Suite
9 8 (3.40%) Cloud Computing
10 7 (2.98%) GitHub
11 5 (2.13%) Amazon SageMaker
11 5 (2.13%) Azure Data Factory
12 4 (1.70%) Amazon ElastiCache
12 4 (1.70%) Amazon ELB
12 4 (1.70%) Google Analytics
13 2 (0.85%) SaaS
14 1 (0.43%) Amazon SQS
14 1 (0.43%) PaaS
Communications & Networking
1 53 (22.55%) Firewall
2 52 (22.13%) TCP/IP
3 50 (21.28%) SSL
4 46 (19.57%) HTTP
5 13 (5.53%) Kerberos
6 7 (2.98%) DNS
7 1 (0.43%) Internet
7 1 (0.43%) VLAN
7 1 (0.43%) VPN
Database & Business Intelligence
1 217 (92.34%) Hadoop
2 215 (91.49%) Apache Hive
3 210 (89.36%) Big Data
4 83 (35.32%) NoSQL
5 71 (30.21%) Impala
6 70 (29.79%) HBase
7 68 (28.94%) Apache Cassandra
8 67 (28.51%) MySQL
8 67 (28.51%) SQL Server
9 64 (27.23%) Amazon Redshift
10 50 (21.28%) MongoDB
11 38 (16.17%) Sqoop
12 33 (14.04%) Couchbase
12 33 (14.04%) Data Warehouse
13 32 (13.62%) CouchDB
14 31 (13.19%) Data Lake
14 31 (13.19%) Flink
15 28 (11.91%) Relational Database
16 18 (7.66%) Power BI
17 13 (5.53%) PostgreSQL
Development Applications
1 71 (30.21%) Git (software)
2 53 (22.55%) JIRA
3 45 (19.15%) Selenium
4 43 (18.30%) Atlassian Bamboo
4 43 (18.30%) Bitbucket
4 43 (18.30%) CodeSonar
4 43 (18.30%) git-flow
4 43 (18.30%) Robot Framework
5 13 (5.53%) Visual Studio
6 12 (5.11%) Jenkins
7 10 (4.26%) Subversion
8 7 (2.98%) Maven
9 4 (1.70%) Ant
9 4 (1.70%) Eclipse
9 4 (1.70%) Gradle
9 4 (1.70%) Visual Studio Team System
10 3 (1.28%) Team Foundation Server
10 3 (1.28%) TeamCity
11 2 (0.85%) Cucumber
11 2 (0.85%) Mockito
General
1 19 (8.09%) Finance
1 19 (8.09%) Retail
2 16 (6.81%) Games
3 12 (5.11%) Banking
4 11 (4.68%) Marketing
5 8 (3.40%) Law
6 7 (2.98%) Military
7 3 (1.28%) Automotive
7 3 (1.28%) Telecoms
8 2 (0.85%) Investment Banking
9 1 (0.43%) Legal
9 1 (0.43%) Manufacturing
Job Titles
1 82 (34.89%) Data Engineer
2 61 (25.96%) Big Data Engineer
3 45 (19.15%) Software Engineer
4 39 (16.60%) Java Engineer
5 38 (16.17%) C++ Software Engineer
5 38 (16.17%) Java Software Engineer
6 34 (14.47%) Developer
7 33 (14.04%) C# Software Engineer
8 27 (11.49%) Data Scientist
9 24 (10.21%) Architect
10 21 (8.94%) Senior Data Engineer
11 17 (7.23%) Big Data Developer
12 14 (5.96%) Data Architect
13 13 (5.53%) Senior Data Scientist
14 12 (5.11%) AWS Engineer
14 12 (5.11%) Hadoop Engineer
15 11 (4.68%) Big Data Architect
15 11 (4.68%) Games Engineer
15 11 (4.68%) Java Developer
15 11 (4.68%) Python Engineer
Libraries, Frameworks & Software Standards
1 93 (39.57%) Kafka
2 60 (25.53%) REST
3 57 (24.26%) .NET
4 53 (22.55%) Django
5 52 (22.13%) Java EE
6 50 (21.28%) Node.js
6 50 (21.28%) RabbitMQ
7 48 (20.43%) LAMP
7 48 (20.43%) SOAP
8 45 (19.15%) Spring MVC
9 44 (18.72%) .NET Framework
10 43 (18.30%) ASP.NET
10 43 (18.30%) STL
11 18 (7.66%) Pandas
12 17 (7.23%) CSS
12 17 (7.23%) HTML
12 17 (7.23%) Web Services
13 14 (5.96%) HTML5
13 14 (5.96%) NumPy
14 13 (5.53%) LDAP
Miscellaneous
1 39 (16.60%) Computer Science
2 34 (14.47%) Algorithms
3 11 (4.68%) Analytical Skills
3 11 (4.68%) Fintech
4 9 (3.83%) Data Structures
5 6 (2.55%) Greenfield Project
6 5 (2.13%) Digital Media
7 4 (1.70%) Clustering
7 4 (1.70%) FMCG
7 4 (1.70%) Taxonomies
7 4 (1.70%) Virtual Team
8 2 (0.85%) Cybercrime
8 2 (0.85%) Enterprise Software
8 2 (0.85%) Marketing Technology
9 1 (0.43%) Enterprise Cloud
9 1 (0.43%) Hybrid Cloud
9 1 (0.43%) Internet of Things
9 1 (0.43%) Mainframe
9 1 (0.43%) Public Cloud
9 1 (0.43%) VSAM
Operating Systems
1 76 (32.34%) Linux
2 48 (20.43%) Windows
3 46 (19.57%) Android
3 46 (19.57%) Apple iOS
4 43 (18.30%) Mac OS X
5 19 (8.09%) Unix
6 8 (3.40%) VMS
7 6 (2.55%) CentOS
7 6 (2.55%) Ubuntu
Processes & Methodologies
1 96 (40.85%) Analytics
2 93 (39.57%) Agile Software Development
3 91 (38.72%) Scrum
4 85 (36.17%) Data Science
5 77 (32.77%) MapReduce
6 74 (31.49%) Kanban
7 53 (22.55%) Machine Learning
8 51 (21.70%) ETL
9 50 (21.28%) Software Engineering
10 47 (20.00%) Cybersecurity
10 47 (20.00%) Test Automation
11 46 (19.57%) Artificial Intelligence
12 45 (19.15%) Ethical Hacking
12 45 (19.15%) Multithreading
12 45 (19.15%) Penetration Testing
12 45 (19.15%) Reverse Engineering
13 43 (18.30%) API Design
13 43 (18.30%) User Stories
14 39 (16.60%) Data Modelling
15 34 (14.47%) Mathematics
Programming Languages
1 165 (70.21%) Python
2 144 (61.28%) Java
3 94 (40.00%) SQL
4 77 (32.77%) Scala
5 73 (31.06%) C#
6 70 (29.79%) JavaScript
7 67 (28.51%) C++
8 56 (23.83%) C
9 48 (20.43%) PHP
10 45 (19.15%) Bash Shell
11 44 (18.72%) PowerShell
12 43 (18.30%) Objective-C
13 42 (17.87%) R
14 7 (2.98%) Perl
15 6 (2.55%) T-SQL
16 4 (1.70%) PL/SQL
16 4 (1.70%) Shell Script
17 3 (1.28%) MATLAB
18 2 (0.85%) ML
18 2 (0.85%) Ruby
Qualifications
1 49 (20.85%) Security Cleared
2 45 (19.15%) CCNA
2 45 (19.15%) Cisco Certification
2 45 (19.15%) CISSP
2 45 (19.15%) GIAC
2 45 (19.15%) Linux+ Certification
2 45 (19.15%) MCSE
2 45 (19.15%) Microsoft Certification
2 45 (19.15%) Network+ Certification
2 45 (19.15%) SANS
2 45 (19.15%) SSCP
3 43 (18.30%) CompTIA Security+
3 43 (18.30%) DV Cleared
4 32 (13.62%) Degree
5 23 (9.79%) PhD
6 8 (3.40%) Computer Science Degree
7 3 (1.28%) Master's Degree
7 3 (1.28%) SC Cleared
8 2 (0.85%) Numerate Degree
9 1 (0.43%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 5 (2.13%) Data Quality
1 5 (2.13%) QA
System Software
1 68 (28.94%) Apache Flume
2 62 (26.38%) Docker
3 46 (19.57%) HDFS
4 43 (18.30%) vSphere
5 20 (8.51%) Apache ZooKeeper
6 10 (4.26%) Virtual Machines
7 7 (2.98%) Active Directory
Systems Management
1 74 (31.49%) Oozie
2 65 (27.66%) Puppet
3 43 (18.30%) Salt
4 42 (17.87%) Hadoop YARN
5 12 (5.11%) Opscode Chef
6 11 (4.68%) Ambari
7 10 (4.26%) Terraform
8 8 (3.40%) Kibana
9 6 (2.55%) Xymon
9 6 (2.55%) ZABBIX
10 5 (2.13%) Ansible
11 4 (1.70%) Kubernetes
12 3 (1.28%) Rundeck
13 2 (0.85%) Nagios
14 1 (0.43%) CA Endevor
14 1 (0.43%) Consul
14 1 (0.43%) Mesos
14 1 (0.43%) Packer
14 1 (0.43%) SCOrch
Vendors
1 68 (28.94%) Microsoft
2 52 (22.13%) Cloudera
3 44 (18.72%) Hortonworks
4 43 (18.30%) MapR
5 35 (14.89%) Databricks
6 33 (14.04%) Oracle
7 19 (8.09%) Tableau
7 19 (8.09%) Talend
8 12 (5.11%) Google
9 8 (3.40%) SAP
10 6 (2.55%) Red Hat
11 5 (2.13%) Alteryx
11 5 (2.13%) Atlassian
12 4 (1.70%) Salesforce.com
13 2 (0.85%) Datameer
13 2 (0.85%) Informatica
13 2 (0.85%) MicroStrategy
13 2 (0.85%) Platfora
13 2 (0.85%) Splunk
14 1 (0.43%) Syncsort