Period
to 20 August 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 20 August 2018 with a comparison to the same period in the previous 2 years.

Apache Pig
UK > England
6 months to
20 Aug 2018
Same period 2017 Same period 2016
Rank 898 945 787
Rank change year-on-year +47 -158 +38
Permanent jobs citing Apache Pig 241 229 470
As % of all permanent IT jobs advertised in England 0.15% 0.14% 0.25%
As % of the Application Platforms category 0.92% 0.77% 1.36%
Number of salaries quoted 194 169 340
England median annual salary £66,250 £65,000 £65,000
Median salary % change year-on-year +1.92% - -3.70%
10th Percentile £37,500 £40,000 £40,000
90th Percentile £98,375 £108,350 £96,250
UK median annual salary £62,500 £65,000 £62,500
% change year-on-year -3.85% +4.00% -7.41%

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 advertised in England with a requirement for application platform skills.

All Application Platform Skills
England
Permanent vacancies with a requirement for application platform skills 26,310 29,906 34,493
As % of all permanent IT jobs advertised in England 16.67% 18.09% 18.57%
Number of salaries quoted 21,173 24,341 29,641
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £28,500 £27,500 £26,750
90th Percentile £82,500 £77,250 £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 20 August 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 20 August 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 +29 135 £72,500 -9.38% 10
North of England +25 39 £50,000 -9.09% 4
South West +30 34 £45,000 +12.50% 1
North West +25 34 £50,000 -9.09% 2
South East +6 20 £65,000 +18.18% 1
East of England +7 12 £70,000 +27.27% 2
Yorkshire +30 5 £72,500 +81.25% 1
Midlands +31 1 £70,000 -8.20% 1
West Midlands +22 1 £70,000 -6.67% 1
Apache Pig
UK

For the 6 months to 20 August 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.

1 225 (93.36%) Apache Hive
1 225 (93.36%) Big Data
2 217 (90.04%) Hadoop
3 162 (67.22%) Python
4 153 (63.49%) Apache Spark
5 150 (62.24%) Java
6 101 (41.91%) Agile Software Development
6 101 (41.91%) Amazon AWS
7 99 (41.08%) Analytics
8 95 (39.42%) SQL
9 89 (36.93%) Scrum
10 81 (33.61%) C#
11 77 (31.95%) Kafka
12 75 (31.12%) C++
13 72 (29.88%) Data Science
14 71 (29.46%) JavaScript
14 71 (29.46%) MapReduce
15 69 (28.63%) Scala
16 66 (27.39%) Oozie
16 66 (27.39%) Linux
17 65 (26.97%) Docker
18 63 (26.14%) MySQL
19 62 (25.73%) Impala
20 61 (25.31%) HBase
21 60 (24.90%) NoSQL
21 60 (24.90%) ETL
22 59 (24.48%) Software Engineering
22 59 (24.48%) Git (software)
23 58 (24.07%) Apache Flume
23 58 (24.07%) Amazon Redshift

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
1 153 (63.49%) Apache Spark
2 40 (16.60%) Elasticsearch
3 38 (15.77%) Apache
4 14 (5.81%) Apache Solr
5 9 (3.73%) SharePoint
6 8 (3.32%) Tomcat
7 7 (2.90%) SAS
8 6 (2.49%) WildFly
9 3 (1.24%) WebSphere
10 2 (0.83%) Apache Geronimo
10 2 (0.83%) Confluence
10 2 (0.83%) GlassFish
10 2 (0.83%) JBoss
10 2 (0.83%) Jupyter
11 1 (0.41%) IIS
Applications
1 11 (4.56%) GNU Octave
2 4 (1.66%) Chatbot
3 2 (0.83%) Weka
4 1 (0.41%) Microsoft Excel
4 1 (0.41%) Microsoft Office
4 1 (0.41%) Microsoft PowerPoint
4 1 (0.41%) MS Visio
4 1 (0.41%) SPSS
Cloud Services
1 101 (41.91%) Amazon AWS
2 52 (21.58%) Microsoft Azure
3 30 (12.45%) Amazon EMR
4 20 (8.30%) Amazon Kinesis
4 20 (8.30%) Amazon S3
5 15 (6.22%) Amazon EC2
6 14 (5.81%) Google Cloud Platform
7 13 (5.39%) AWS Lambda
7 13 (5.39%) Serverless
8 11 (4.56%) GitHub
9 5 (2.07%) Cloud Computing
10 4 (1.66%) Amazon ElastiCache
10 4 (1.66%) Amazon ELB
10 4 (1.66%) Cortana Intelligence Suite
10 4 (1.66%) Google Analytics
11 2 (0.83%) Amazon SageMaker
12 1 (0.41%) Amazon CloudWatch
12 1 (0.41%) AWS CloudFormation
12 1 (0.41%) AWS CloudTrail
12 1 (0.41%) OpenShift
Communications & Networking
1 46 (19.09%) Firewall
2 44 (18.26%) TCP/IP
3 42 (17.43%) SSL
4 40 (16.60%) HTTP
5 8 (3.32%) Kerberos
6 2 (0.83%) DNS
6 2 (0.83%) Internet
7 1 (0.41%) Network Security
7 1 (0.41%) VLAN
7 1 (0.41%) VPN
Database & Business Intelligence
1 225 (93.36%) Apache Hive
1 225 (93.36%) Big Data
2 217 (90.04%) Hadoop
3 63 (26.14%) MySQL
4 62 (25.73%) Impala
5 61 (25.31%) HBase
6 60 (24.90%) NoSQL
7 58 (24.07%) Amazon Redshift
7 58 (24.07%) SQL Server
8 51 (21.16%) Apache Cassandra
9 47 (19.50%) MongoDB
10 37 (15.35%) Sqoop
11 28 (11.62%) Relational Database
12 25 (10.37%) Data Warehouse
13 24 (9.96%) Data Lake
14 20 (8.30%) Flink
14 20 (8.30%) Power BI
15 18 (7.47%) CouchDB
16 17 (7.05%) Presto
17 16 (6.64%) Couchbase
Development Applications
1 59 (24.48%) Git (software)
2 55 (22.82%) JIRA
3 44 (18.26%) Selenium
4 41 (17.01%) Bitbucket
5 40 (16.60%) Atlassian Bamboo
5 40 (16.60%) CodeSonar
5 40 (16.60%) git-flow
5 40 (16.60%) Robot Framework
6 15 (6.22%) Subversion
7 14 (5.81%) Jenkins
8 9 (3.73%) Visual Studio
9 7 (2.90%) Maven
10 4 (1.66%) Cucumber
10 4 (1.66%) Visual Studio Team System
11 3 (1.24%) JUnit
11 3 (1.24%) SoapUI
11 3 (1.24%) TestNG
12 2 (0.83%) Mockito
12 2 (0.83%) Team Foundation Server
12 2 (0.83%) TeamCity
General
1 27 (11.20%) Finance
2 12 (4.98%) Banking
2 12 (4.98%) Retail
3 11 (4.56%) Marketing
4 10 (4.15%) Games
5 3 (1.24%) Automotive
5 3 (1.24%) Electronics
5 3 (1.24%) Telecoms
6 2 (0.83%) Investment Banking
7 1 (0.41%) Financial Institution
7 1 (0.41%) Law
7 1 (0.41%) Legal
7 1 (0.41%) Manufacturing
Job Titles
1 73 (30.29%) Data Engineer
2 51 (21.16%) Big Data Engineer
3 45 (18.67%) Software Engineer
4 38 (15.77%) Developer
5 36 (14.94%) Java Engineer
5 36 (14.94%) Java Software Engineer
6 35 (14.52%) C++ Software Engineer
7 30 (12.45%) C# Software Engineer
8 28 (11.62%) Architect
8 28 (11.62%) Data Scientist
9 24 (9.96%) Senior Data Engineer
10 20 (8.30%) AWS Engineer
11 18 (7.47%) Data Architect
11 18 (7.47%) Java Developer
12 14 (5.81%) Big Data Architect
12 14 (5.81%) Hadoop Engineer
13 13 (5.39%) Big Data Developer
14 11 (4.56%) Lead Developer
14 11 (4.56%) Senior Data Scientist
14 11 (4.56%) Senior Hadoop Engineer
Libraries, Frameworks & Software Standards
1 77 (31.95%) Kafka
2 57 (23.65%) Java EE
2 57 (23.65%) REST
3 53 (21.99%) .NET
4 50 (20.75%) Django
5 46 (19.09%) Node.js
6 45 (18.67%) LAMP
6 45 (18.67%) RabbitMQ
7 44 (18.26%) SOAP
8 42 (17.43%) Spring MVC
9 41 (17.01%) .NET Framework
10 40 (16.60%) ASP.NET
10 40 (16.60%) STL
11 30 (12.45%) Pandas
12 21 (8.71%) CSS
12 21 (8.71%) HTML
13 19 (7.88%) HTML5
14 18 (7.47%) NumPy
15 15 (6.22%) MLlib
16 14 (5.81%) Web Services
Miscellaneous
1 38 (15.77%) Computer Science
2 31 (12.86%) Algorithms
3 14 (5.81%) Fintech
4 12 (4.98%) Clustering
5 8 (3.32%) Analytical Skills
6 7 (2.90%) Data Structures
7 6 (2.49%) FMCG
7 6 (2.49%) Greenfield Project
7 6 (2.49%) Virtual Team
8 4 (1.66%) Digital Media
8 4 (1.66%) Taxonomies
8 4 (1.66%) User Experience
9 2 (0.83%) Cybercrime
9 2 (0.83%) Marketing Technology
9 2 (0.83%) Video\Live Streaming
10 1 (0.41%) Enterprise Software
10 1 (0.41%) Fixed Income
10 1 (0.41%) Mainframe
10 1 (0.41%) NHS
10 1 (0.41%) Replication
Operating Systems
1 66 (27.39%) Linux
2 43 (17.84%) Android
2 43 (17.84%) Apple iOS
3 42 (17.43%) Windows
4 40 (16.60%) Mac OS X
5 10 (4.15%) Unix
6 6 (2.49%) CentOS
6 6 (2.49%) Ubuntu
7 3 (1.24%) VMS
Processes & Methodologies
1 101 (41.91%) Agile Software Development
2 99 (41.08%) Analytics
3 89 (36.93%) Scrum
4 72 (29.88%) Data Science
5 71 (29.46%) MapReduce
6 60 (24.90%) ETL
7 59 (24.48%) Software Engineering
8 58 (24.07%) Kanban
9 50 (20.75%) Artificial Intelligence
10 47 (19.50%) Cybersecurity
11 45 (18.67%) Machine Learning
11 45 (18.67%) Test Automation
12 42 (17.43%) Ethical Hacking
12 42 (17.43%) Multithreading
12 42 (17.43%) Penetration Testing
12 42 (17.43%) Reverse Engineering
13 40 (16.60%) API Design
13 40 (16.60%) User Stories
14 37 (15.35%) DevOps
15 34 (14.11%) Data Analytics
Programming Languages
1 162 (67.22%) Python
2 150 (62.24%) Java
3 95 (39.42%) SQL
4 81 (33.61%) C#
5 75 (31.12%) C++
6 71 (29.46%) JavaScript
7 69 (28.63%) Scala
8 54 (22.41%) C
9 49 (20.33%) Bash Shell
10 45 (18.67%) PHP
11 43 (17.84%) R
12 41 (17.01%) PowerShell
13 40 (16.60%) Objective-C
14 15 (6.22%) Perl
15 13 (5.39%) Ruby
16 4 (1.66%) T-SQL
17 3 (1.24%) MATLAB
17 3 (1.24%) PL/SQL
18 2 (0.83%) Go
19 1 (0.41%) ML
Qualifications
1 46 (19.09%) Security Cleared
2 42 (17.43%) CCNA
2 42 (17.43%) Cisco Certification
2 42 (17.43%) CISSP
2 42 (17.43%) GIAC
2 42 (17.43%) Linux+ Certification
2 42 (17.43%) MCSE
2 42 (17.43%) Microsoft Certification
2 42 (17.43%) Network+ Certification
2 42 (17.43%) SANS
2 42 (17.43%) SSCP
3 40 (16.60%) CompTIA Security+
4 37 (15.35%) DV Cleared
5 27 (11.20%) Degree
5 27 (11.20%) PhD
6 8 (3.32%) Computer Science Degree
7 4 (1.66%) Master's Degree
7 4 (1.66%) Numerate Degree
8 3 (1.24%) SC Cleared
9 2 (0.83%) AWS Certification
Quality Assurance & Compliance
1 3 (1.24%) QA
2 2 (0.83%) Data Quality
2 2 (0.83%) GCP
System Software
1 65 (26.97%) Docker
2 58 (24.07%) Apache Flume
3 43 (17.84%) HDFS
4 40 (16.60%) vSphere
5 17 (7.05%) Apache ZooKeeper
6 2 (0.83%) Active Directory
6 2 (0.83%) Virtual Machines
7 1 (0.41%) Cronacle
Systems Management
1 66 (27.39%) Oozie
2 55 (22.82%) Puppet
3 40 (16.60%) Salt
4 27 (11.20%) Hadoop YARN
5 10 (4.15%) Opscode Chef
6 7 (2.90%) Ansible
7 6 (2.49%) Terraform
7 6 (2.49%) Xymon
7 6 (2.49%) ZABBIX
8 5 (2.07%) Ambari
8 5 (2.07%) Kibana
9 2 (0.83%) Kubernetes
10 1 (0.41%) CA Endevor
10 1 (0.41%) Consul
10 1 (0.41%) Control-M
10 1 (0.41%) Packer
10 1 (0.41%) SCOrch
Vendors
1 57 (23.65%) Microsoft
2 42 (17.43%) Cloudera
3 33 (13.69%) Hortonworks
4 31 (12.86%) MapR
5 24 (9.96%) Tableau
6 22 (9.13%) Oracle
7 17 (7.05%) Talend
8 16 (6.64%) Databricks
9 13 (5.39%) Google
10 12 (4.98%) Atlassian
11 6 (2.49%) Red Hat
12 5 (2.07%) Alteryx
12 5 (2.07%) Informatica
13 4 (1.66%) Salesforce.com
14 3 (1.24%) Datameer
14 3 (1.24%) SAP
15 2 (0.83%) Splunk
15 2 (0.83%) Vertica
16 1 (0.41%) Facebook
16 1 (0.41%) Twitter