Period
to 18 June 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 18 June 2018 with a comparison to the same period in the previous 2 years.

Apache Pig
UK > England
6 months to
18 Jun 2018
Same period 2017 Same period 2016
Rank 925 864 794
Rank change year-on-year -61 -70 +109
Permanent jobs citing Apache Pig 229 287 489
As % of all permanent IT jobs advertised in England 0.14% 0.18% 0.26%
As % of the Application Platforms category 0.85% 0.99% 1.39%
Number of salaries quoted 185 221 327
England median annual salary £62,500 £65,000 £65,000
Median salary % change year-on-year -3.85% - -3.70%
10th Percentile £37,500 £40,000 £40,000
90th Percentile £98,000 £102,500 £96,250
UK median annual salary £60,000 £65,000 £65,000
% change year-on-year -7.69% - -3.70%

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 26,941 29,058 35,258
As % of all permanent IT jobs advertised in England 16.75% 17.94% 18.78%
Number of salaries quoted 21,891 24,048 30,184
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £27,951 £27,000 £26,500
90th Percentile £80,000 £76,250 £73,750
UK median annual salary £50,000 £46,000 £45,000
% change year-on-year +8.70% +2.22% -

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 18 June 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 18 June 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 -46 118 £75,000 +7.14% 14
South West +2 35 £50,000 +11.11% 2
South East +2 28 £50,000 -28.57% 4
North of England -21 26 £50,000 -4.76% 4
North West -20 23 £50,000 -4.76% 4
East of England -6 20 £75,000 +36.36% 3
Yorkshire - 3 £50,000 -
West Midlands +15 2 £70,000 - 1
Midlands +7 2 £70,000 -9.68% 2
Apache Pig
UK

For the 6 months to 18 June 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.

1 209 (91.27%) Apache Hive
2 207 (90.39%) Big Data
3 206 (89.96%) Hadoop
4 151 (65.94%) Apache Spark
5 142 (62.01%) Java
6 133 (58.08%) Python
7 106 (46.29%) SQL
8 99 (43.23%) Agile Software Development
9 86 (37.55%) Analytics
10 81 (35.37%) Amazon AWS
10 81 (35.37%) MapReduce
11 75 (32.75%) MongoDB
12 69 (30.13%) HBase
13 67 (29.26%) Scala
14 65 (28.38%) Impala
15 64 (27.95%) Kafka
15 64 (27.95%) ETL
16 59 (25.76%) C#
16 59 (25.76%) Scrum
17 58 (25.33%) Data Science
18 57 (24.89%) Docker
19 56 (24.45%) Tableau
19 56 (24.45%) Apache Cassandra
20 54 (23.58%) Visualisation
20 54 (23.58%) Apache Flume
20 54 (23.58%) HDFS
20 54 (23.58%) C++
21 53 (23.14%) Linux
21 53 (23.14%) Software Engineering
21 53 (23.14%) NoSQL

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
1 151 (65.94%) Apache Spark
2 33 (14.41%) Elasticsearch
3 32 (13.97%) Apache
4 21 (9.17%) SAS
5 15 (6.55%) Apache Solr
6 10 (4.37%) Confluence
7 9 (3.93%) SharePoint
8 7 (3.06%) Tomcat
9 4 (1.75%) Apache Geronimo
9 4 (1.75%) BizTalk Server
9 4 (1.75%) GlassFish
9 4 (1.75%) JBoss
9 4 (1.75%) Oracle SOA Suite
9 4 (1.75%) WebLogic
9 4 (1.75%) WebSphere
10 3 (1.31%) WildFly
11 2 (0.87%) Jupyter
Applications
1 13 (5.68%) GNU Octave
2 7 (3.06%) Weka
3 5 (2.18%) SPSS
4 4 (1.75%) Microsoft Excel
5 3 (1.31%) Chatbot
6 1 (0.44%) Microsoft Office
6 1 (0.44%) Microsoft PowerPoint
6 1 (0.44%) MS Visio
Business Applications
1 4 (1.75%) Dynamics CRM
1 4 (1.75%) Oracle 11i
1 4 (1.75%) Oracle Assets
1 4 (1.75%) Oracle EBS
1 4 (1.75%) Oracle EBS R12
1 4 (1.75%) Oracle General Ledger
1 4 (1.75%) Oracle iProcurement
1 4 (1.75%) Oracle Payables
1 4 (1.75%) Oracle Receivables
Cloud Services
1 81 (35.37%) Amazon AWS
2 48 (20.96%) Microsoft Azure
3 29 (12.66%) Amazon EMR
4 28 (12.23%) GitHub
5 24 (10.48%) Amazon Kinesis
6 13 (5.68%) Google Cloud Platform
7 11 (4.80%) Amazon S3
8 5 (2.18%) AWS Lambda
8 5 (2.18%) Serverless
9 4 (1.75%) Amazon EC2
9 4 (1.75%) Cortana Intelligence Suite
10 3 (1.31%) SaaS
11 2 (0.87%) Google Analytics
12 1 (0.44%) Amazon ElastiCache
12 1 (0.44%) Amazon ELB
12 1 (0.44%) Amazon SageMaker
12 1 (0.44%) Cloud Computing
Communications & Networking
1 24 (10.48%) Firewall
2 23 (10.04%) TCP/IP
3 21 (9.17%) SSL
4 19 (8.30%) HTTP
5 6 (2.62%) Internet
6 5 (2.18%) Kerberos
6 5 (2.18%) Network Security
7 2 (0.87%) DNS
Database & Business Intelligence
1 209 (91.27%) Apache Hive
2 207 (90.39%) Big Data
3 206 (89.96%) Hadoop
4 75 (32.75%) MongoDB
5 69 (30.13%) HBase
6 65 (28.38%) Impala
7 56 (24.45%) Apache Cassandra
8 53 (23.14%) NoSQL
9 39 (17.03%) Relational Database
10 37 (16.16%) Amazon Redshift
10 37 (16.16%) Sqoop
11 36 (15.72%) SQL Server
12 35 (15.28%) MySQL
13 29 (12.66%) Power BI
14 28 (12.23%) Neo4j
15 27 (11.79%) Data Warehouse
16 23 (10.04%) Presto
17 21 (9.17%) Amazon DynamoDB
18 20 (8.73%) Data Lake
19 19 (8.30%) Amazon Athena
Development Applications
1 51 (22.27%) JIRA
2 33 (14.41%) Git (software)
3 26 (11.35%) Selenium
4 22 (9.61%) Atlassian Bamboo
5 21 (9.17%) Bitbucket
6 20 (8.73%) Jenkins
7 19 (8.30%) CodeSonar
7 19 (8.30%) git-flow
7 19 (8.30%) Robot Framework
8 11 (4.80%) Subversion
9 10 (4.37%) Maven
10 6 (2.62%) Ant
10 6 (2.62%) Sonatype Nexus
10 6 (2.62%) Team Foundation Server
11 4 (1.75%) HP UFT
11 4 (1.75%) JUnit
11 4 (1.75%) SpecFlow
11 4 (1.75%) TestNG
11 4 (1.75%) Visual Studio
11 4 (1.75%) Visual Studio Team System
General
1 34 (14.85%) Finance
2 13 (5.68%) Retail
3 10 (4.37%) Electronics
3 10 (4.37%) Marketing
4 8 (3.49%) Banking
5 5 (2.18%) Automotive
6 4 (1.75%) Billing
7 2 (0.87%) Financial Institution
7 2 (0.87%) Telecoms
8 1 (0.44%) Investment Banking
8 1 (0.44%) Law
8 1 (0.44%) Legal
Job Titles
1 61 (26.64%) Data Engineer
2 45 (19.65%) Developer
3 41 (17.90%) Big Data Engineer
4 31 (13.54%) Hadoop Engineer
5 29 (12.66%) Architect
6 28 (12.23%) Data Scientist
7 27 (11.79%) Software Engineer
8 25 (10.92%) Senior Data Engineer
9 23 (10.04%) AWS Engineer
10 21 (9.17%) Java Developer
11 19 (8.30%) Java Engineer
11 19 (8.30%) Java Software Engineer
12 18 (7.86%) Senior Hadoop Engineer
13 17 (7.42%) Data Architect
14 16 (6.99%) Big Data Developer
15 15 (6.55%) C# Software Engineer
15 15 (6.55%) C++ Software Engineer
16 13 (5.68%) Consultant
17 12 (5.24%) Lead Developer
17 12 (5.24%) Lead Java Developer
Libraries, Frameworks & Software Standards
1 64 (27.95%) Kafka
2 48 (20.96%) Java EE
3 40 (17.47%) Pandas
4 36 (15.72%) REST
5 31 (13.54%) RabbitMQ
6 30 (13.10%) .NET
7 29 (12.66%) SOAP
8 25 (10.92%) Django
8 25 (10.92%) Node.js
9 24 (10.48%) NumPy
10 23 (10.04%) Spring MVC
10 23 (10.04%) Web Services
11 21 (9.17%) HTML
11 21 (9.17%) LAMP
11 21 (9.17%) MLlib
12 19 (8.30%) .NET Framework
12 19 (8.30%) ASP.NET
12 19 (8.30%) STL
13 17 (7.42%) CSS
14 13 (5.68%) HTML5
Miscellaneous
1 46 (20.09%) Computer Science
2 23 (10.04%) Algorithms
3 19 (8.30%) Clustering
4 16 (6.99%) User Experience
5 11 (4.80%) Fintech
6 10 (4.37%) Analytical Skills
7 8 (3.49%) Data Structures
7 8 (3.49%) DataPower
8 7 (3.06%) Self-Motivation
8 7 (3.06%) Virtual Team
9 5 (2.18%) FMCG
9 5 (2.18%) Hybrid Cloud
10 4 (1.75%) Private Cloud
10 4 (1.75%) Public Cloud
10 4 (1.75%) Taxonomies
11 3 (1.31%) Mobile App
12 2 (0.87%) Analytical Mindset
12 2 (0.87%) Cybercrime
12 2 (0.87%) Video\Live Streaming
12 2 (0.87%) Wiki
Operating Systems
1 53 (23.14%) Linux
2 24 (10.48%) Windows
3 21 (9.17%) Android
3 21 (9.17%) Apple iOS
4 19 (8.30%) Mac OS X
5 11 (4.80%) Unix
6 4 (1.75%) Ubuntu
7 3 (1.31%) CentOS
8 2 (0.87%) VMS
9 1 (0.44%) Red Hat Enterprise Linux
Processes & Methodologies
1 99 (43.23%) Agile Software Development
2 86 (37.55%) Analytics
3 81 (35.37%) MapReduce
4 64 (27.95%) ETL
5 59 (25.76%) Scrum
6 58 (25.33%) Data Science
7 54 (23.58%) Visualisation
8 53 (23.14%) Software Engineering
9 52 (22.71%) Artificial Intelligence
10 46 (20.09%) Data Visualisation
11 45 (19.65%) DevOps
12 43 (18.78%) Business Intelligence
13 42 (18.34%) Open Source
14 41 (17.90%) Machine Learning
15 40 (17.47%) Mathematics
16 36 (15.72%) Data Analytics
17 32 (13.97%) TDD
18 28 (12.23%) Cybersecurity
19 27 (11.79%) Data Modelling
20 25 (10.92%) Coaching
Programming Languages
1 142 (62.01%) Java
2 133 (58.08%) Python
3 106 (46.29%) SQL
4 67 (29.26%) Scala
5 59 (25.76%) C#
6 54 (23.58%) C++
7 44 (19.21%) R
8 43 (18.78%) JavaScript
9 33 (14.41%) C
10 26 (11.35%) Bash Shell
11 24 (10.48%) PHP
12 19 (8.30%) Objective-C
13 18 (7.86%) PowerShell
14 17 (7.42%) Perl
15 13 (5.68%) Ruby
16 11 (4.80%) Groovy
17 9 (3.93%) PL/SQL
18 6 (2.62%) Go
19 5 (2.18%) MATLAB
20 4 (1.75%) T-SQL
Qualifications
1 34 (14.85%) Degree
2 26 (11.35%) Security Cleared
3 24 (10.48%) PhD
4 20 (8.73%) CCNA
4 20 (8.73%) Cisco Certification
4 20 (8.73%) CISSP
4 20 (8.73%) Computer Science Degree
4 20 (8.73%) GIAC
4 20 (8.73%) Linux+ Certification
4 20 (8.73%) MCSE
4 20 (8.73%) Microsoft Certification
4 20 (8.73%) Network+ Certification
4 20 (8.73%) SANS
4 20 (8.73%) SSCP
5 18 (7.86%) CompTIA Security+
5 18 (7.86%) DV Cleared
6 6 (2.62%) Numerate Degree
7 4 (1.75%) ISTQB
7 4 (1.75%) Master's Degree
7 4 (1.75%) PRINCE2 Certification
Quality Assurance & Compliance
1 7 (3.06%) QA
2 2 (0.87%) Data Quality
2 2 (0.87%) GCP
3 1 (0.44%) ISO 9001
System Software
1 57 (24.89%) Docker
2 54 (23.58%) Apache Flume
2 54 (23.58%) HDFS
3 19 (8.30%) vSphere
4 13 (5.68%) Apache ZooKeeper
5 2 (0.87%) Active Directory
5 2 (0.87%) Virtual Machines
6 1 (0.44%) Cronacle
Systems Management
1 43 (18.78%) Oozie
2 35 (15.28%) Puppet
3 19 (8.30%) Salt
4 12 (5.24%) Hadoop YARN
5 11 (4.80%) Opscode Chef
6 9 (3.93%) Ansible
7 7 (3.06%) Kibana
8 5 (2.18%) Terraform
9 3 (1.31%) Ambari
9 3 (1.31%) Xymon
9 3 (1.31%) ZABBIX
10 1 (0.44%) CA Endevor
10 1 (0.44%) Consul
10 1 (0.44%) Control-M
10 1 (0.44%) Kubernetes
10 1 (0.44%) Packer
Vendors
1 56 (24.45%) Tableau
2 38 (16.59%) Cloudera
3 32 (13.97%) Oracle
4 29 (12.66%) Hortonworks
5 27 (11.79%) Microsoft
6 22 (9.61%) Atlassian
7 20 (8.73%) MapR
8 16 (6.99%) Talend
9 15 (6.55%) Google
10 7 (3.06%) Informatica
11 6 (2.62%) SAP
11 6 (2.62%) TIBCO
12 5 (2.18%) Datameer
13 4 (1.75%) Alteryx
13 4 (1.75%) Brocade
13 4 (1.75%) Cisco
13 4 (1.75%) Juniper
13 4 (1.75%) Kofax
13 4 (1.75%) Perforce
13 4 (1.75%) VMware