Period
to 16 December 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 16 December 2018 with a comparison to the same period in the previous 2 years.

Apache Pig
UK > England
6 months to
16 Dec 2018
Same period 2017 Same period 2016
Rank 857 953 773
Rank change year-on-year +96 -180 +8
Permanent jobs citing Apache Pig 247 231 455
As % of all permanent IT jobs advertised in England 0.17% 0.14% 0.26%
As % of the Application Platforms category 1.04% 0.80% 1.43%
Number of salaries quoted 173 173 355
England median annual salary £75,000 £70,000 £57,000
Median salary % change year-on-year +7.14% +22.81% -15.56%
10th Percentile £37,500 £37,500 £35,000
90th Percentile £106,250 £112,500 £91,500
UK median annual salary £75,000 £67,500 £57,000
% change year-on-year +11.11% +18.42% -15.56%

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 23,792 28,977 31,914
As % of all permanent IT jobs advertised in England 16.19% 17.36% 18.25%
Number of salaries quoted 19,172 23,729 26,996
England median annual salary £50,000 £47,500 £46,500
Median salary % change year-on-year +5.26% +2.15% +3.33%
10th Percentile £28,250 £27,500 £27,000
90th Percentile £85,000 £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 16 December 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 16 December 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 +85 173 £82,500 -2.94% 14
South West +24 26 £45,000 -10.00% 1
North of England +21 17 £47,500 -20.83% 1
South East -19 15 £47,500 -20.83% 3
North West +13 14 £45,000 -28.00% 1
East of England +29 13 £75,000 +3.45%
Yorkshire +24 3 £80,000 +100.00%
Midlands +23 2 - -
East Midlands - 2 - -
Apache Pig
UK

For the 6 months to 16 December 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.

1 232 (93.93%) Hadoop
2 218 (88.26%) Big Data
3 211 (85.43%) Apache Hive
4 199 (80.57%) Apache Spark
5 193 (78.14%) Python
6 160 (64.78%) Java
7 140 (56.68%) Amazon AWS
8 133 (53.85%) Kafka
9 126 (51.01%) Scala
10 125 (50.61%) NoSQL
11 112 (45.34%) HBase
12 109 (44.13%) Data Science
13 107 (43.32%) Agile Software Development
14 103 (41.70%) Oozie
15 102 (41.30%) Apache Cassandra
16 100 (40.49%) Scrum
17 99 (40.08%) MapReduce
18 98 (39.68%) Cloudera
19 93 (37.65%) Apache Flume
20 92 (37.25%) Analytics
21 89 (36.03%) Kanban
22 84 (34.01%) Machine Learning
22 84 (34.01%) Impala
23 80 (32.39%) SQL
24 78 (31.58%) Amazon Redshift
25 76 (30.77%) Elasticsearch
26 73 (29.55%) Hortonworks
26 73 (29.55%) Hadoop YARN
27 69 (27.94%) MapR
28 66 (26.72%) Databricks

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
1 199 (80.57%) Apache Spark
2 76 (30.77%) Elasticsearch
3 45 (18.22%) Apache
4 34 (13.77%) Apache Solr
5 13 (5.26%) SAS
6 5 (2.02%) Tomcat
7 3 (1.21%) WebSphere
7 3 (1.21%) WildFly
8 2 (0.81%) Apache Airflow
8 2 (0.81%) Apache Geronimo
8 2 (0.81%) GlassFish
8 2 (0.81%) JBoss
8 2 (0.81%) Jupyter
9 1 (0.40%) Confluence
9 1 (0.40%) IBM Notes
9 1 (0.40%) IIS
Applications
1 6 (2.43%) SPSS
2 4 (1.62%) GNU Octave
3 3 (1.21%) Chatbot
4 2 (0.81%) Weka
5 1 (0.40%) Microsoft Excel
5 1 (0.40%) Microsoft PowerPoint
5 1 (0.40%) MS Visio
5 1 (0.40%) S-PLUS
5 1 (0.40%) Stata
Cloud Services
1 140 (56.68%) Amazon AWS
2 55 (22.27%) Microsoft Azure
3 33 (13.36%) Google Cloud Platform
4 16 (6.48%) Amazon EC2
4 16 (6.48%) Amazon EMR
5 13 (5.26%) Amazon S3
6 11 (4.45%) AWS Lambda
6 11 (4.45%) Serverless
7 9 (3.64%) Cloud Computing
8 7 (2.83%) Amazon Kinesis
8 7 (2.83%) Azure Data Factory
9 6 (2.43%) Amazon SageMaker
9 6 (2.43%) Cortana Intelligence Suite
10 5 (2.02%) GitHub
11 3 (1.21%) Amazon ElastiCache
11 3 (1.21%) Amazon ELB
11 3 (1.21%) Google Analytics
11 3 (1.21%) SaaS
12 2 (0.81%) IaaS
12 2 (0.81%) PaaS
Communications & Networking
1 36 (14.57%) Firewall
2 34 (13.77%) SSL
2 34 (13.77%) TCP/IP
3 33 (13.36%) HTTP
4 8 (3.24%) Internet
4 8 (3.24%) Kerberos
5 5 (2.02%) DNS
6 3 (1.21%) MQTT
7 1 (0.40%) VLAN
7 1 (0.40%) VPN
Database & Business Intelligence
1 232 (93.93%) Hadoop
2 218 (88.26%) Big Data
3 211 (85.43%) Apache Hive
4 125 (50.61%) NoSQL
5 112 (45.34%) HBase
6 102 (41.30%) Apache Cassandra
7 84 (34.01%) Impala
8 78 (31.58%) Amazon Redshift
9 63 (25.51%) Couchbase
10 61 (24.70%) CouchDB
11 59 (23.89%) Flink
12 57 (23.08%) MongoDB
12 57 (23.08%) SQL Server
13 54 (21.86%) MySQL
14 42 (17.00%) Sqoop
15 33 (13.36%) Relational Database
16 31 (12.55%) Data Lake
17 28 (11.34%) Data Warehouse
18 20 (8.10%) RDBMS
19 16 (6.48%) PostgreSQL
Development Applications
1 61 (24.70%) Git (software)
2 36 (14.57%) JIRA
3 30 (12.15%) Selenium
4 29 (11.74%) Atlassian Bamboo
4 29 (11.74%) Bitbucket
4 29 (11.74%) CodeSonar
4 29 (11.74%) git-flow
4 29 (11.74%) Robot Framework
5 13 (5.26%) Maven
6 11 (4.45%) Ant
6 11 (4.45%) Gradle
7 10 (4.05%) Jenkins
7 10 (4.05%) Visual Studio
8 9 (3.64%) Eclipse
9 8 (3.24%) Subversion
10 5 (2.02%) IntelliJ
10 5 (2.02%) NetBeans
10 5 (2.02%) Visual Studio Team System
11 4 (1.62%) Team Foundation Server
12 3 (1.21%) TeamCity
General
1 36 (14.57%) Military
2 35 (14.17%) Law
3 25 (10.12%) Finance
4 24 (9.72%) Games
5 16 (6.48%) Retail
6 11 (4.45%) Marketing
7 8 (3.24%) Banking
8 3 (1.21%) Manufacturing
9 1 (0.40%) Investment Banking
9 1 (0.40%) Telecoms
Job Titles
1 118 (47.77%) Data Engineer
2 99 (40.08%) Big Data Engineer
3 34 (13.77%) Developer
4 30 (12.15%) Software Engineer
5 28 (11.34%) Data Scientist
6 27 (10.93%) Senior Data Engineer
7 25 (10.12%) Java Engineer
8 24 (9.72%) C++ Software Engineer
8 24 (9.72%) Java Software Engineer
9 23 (9.31%) Hadoop Engineer
10 20 (8.10%) Architect
11 19 (7.69%) C# Software Engineer
12 18 (7.29%) Games Engineer
13 16 (6.48%) Big Data Developer
14 15 (6.07%) Python Engineer
15 14 (5.67%) Data Architect
16 13 (5.26%) Senior Data Scientist
17 12 (4.86%) Big Data Architect
17 12 (4.86%) Senior Developer
18 10 (4.05%) Java Developer
Libraries, Frameworks & Software Standards
1 133 (53.85%) Kafka
2 50 (20.24%) .NET
3 41 (16.60%) REST
4 40 (16.19%) Node.js
5 39 (15.79%) RabbitMQ
6 36 (14.57%) SOAP
7 34 (13.77%) Java EE
8 33 (13.36%) Django
9 32 (12.96%) LAMP
10 31 (12.55%) Spring MVC
11 30 (12.15%) .NET Framework
12 29 (11.74%) ASP.NET
12 29 (11.74%) STL
13 20 (8.10%) Web Services
14 17 (6.88%) Spark Streaming
15 14 (5.67%) TensorFlow
16 13 (5.26%) CSS
16 13 (5.26%) HTML
16 13 (5.26%) NumPy
16 13 (5.26%) Pandas
Miscellaneous
1 38 (15.38%) Algorithms
2 22 (8.91%) Analytical Skills
3 15 (6.07%) Data Structures
3 15 (6.07%) Fintech
4 7 (2.83%) Management Information System
5 6 (2.43%) Greenfield Project
6 5 (2.02%) Social Media
6 5 (2.02%) Virtual Team
7 4 (1.62%) Digital Media
8 2 (0.81%) Enterprise Software
8 2 (0.81%) FMCG
8 2 (0.81%) Marketing Technology
8 2 (0.81%) Public Cloud
9 1 (0.40%) Analytical Mindset
9 1 (0.40%) Cloud Native
9 1 (0.40%) Enterprise Cloud
9 1 (0.40%) Fixed Income
9 1 (0.40%) Internet of Things
9 1 (0.40%) Robotics
9 1 (0.40%) Wiki
Operating Systems
1 58 (23.48%) Linux
2 34 (13.77%) Windows
3 30 (12.15%) Android
3 30 (12.15%) Apple iOS
4 29 (11.74%) Mac OS X
5 22 (8.91%) Unix
6 6 (2.43%) VMS
7 3 (1.21%) CentOS
7 3 (1.21%) Ubuntu
Processes & Methodologies
1 109 (44.13%) Data Science
2 107 (43.32%) Agile Software Development
3 100 (40.49%) Scrum
4 99 (40.08%) MapReduce
5 92 (37.25%) Analytics
6 89 (36.03%) Kanban
7 84 (34.01%) Machine Learning
8 54 (21.86%) Data Modelling
9 50 (20.24%) Artificial Intelligence
10 45 (18.22%) ETL
11 38 (15.38%) DevOps
11 38 (15.38%) Software Engineering
12 36 (14.57%) Mathematics
13 34 (13.77%) Test Automation
14 31 (12.55%) Computer Science
14 31 (12.55%) Cybersecurity
14 31 (12.55%) Data Analytics
15 29 (11.74%) API Design
15 29 (11.74%) Multithreading
15 29 (11.74%) User Stories
Programming Languages
1 193 (78.14%) Python
2 160 (64.78%) Java
3 126 (51.01%) Scala
4 80 (32.39%) SQL
5 60 (24.29%) C#
6 55 (22.27%) JavaScript
7 47 (19.03%) C++
8 44 (17.81%) C
9 38 (15.38%) R
10 36 (14.57%) PHP
11 31 (12.55%) Bash Shell
11 31 (12.55%) PowerShell
12 29 (11.74%) Objective-C
13 13 (5.26%) Perl
14 10 (4.05%) T-SQL
15 9 (3.64%) Groovy
16 8 (3.24%) PL/SQL
17 5 (2.02%) MATLAB
18 4 (1.62%) Ruby
18 4 (1.62%) Shell Script
Qualifications
1 38 (15.38%) Degree
2 35 (14.17%) Security Cleared
3 29 (11.74%) CCNA
3 29 (11.74%) Cisco Certification
3 29 (11.74%) CISSP
3 29 (11.74%) CompTIA Security+
3 29 (11.74%) DV Cleared
3 29 (11.74%) GIAC
3 29 (11.74%) Linux+ Certification
3 29 (11.74%) MCSE
3 29 (11.74%) Microsoft Certification
3 29 (11.74%) Network+ Certification
3 29 (11.74%) SANS
3 29 (11.74%) SSCP
4 20 (8.10%) PhD
5 9 (3.64%) Computer Science Degree
6 5 (2.02%) Master's Degree
7 4 (1.62%) SC Cleared
8 1 (0.40%) CEH
8 1 (0.40%) Numerate Degree
Quality Assurance & Compliance
1 6 (2.43%) QA
2 4 (1.62%) Data Quality
3 1 (0.40%) GDPR
System Software
1 93 (37.65%) Apache Flume
2 51 (20.65%) Docker
3 45 (18.22%) HDFS
4 31 (12.55%) Apache ZooKeeper
5 29 (11.74%) vSphere
6 9 (3.64%) Virtual Machines
7 6 (2.43%) Active Directory
Systems Management
1 103 (41.70%) Oozie
2 73 (29.55%) Hadoop YARN
3 44 (17.81%) Puppet
4 30 (12.15%) Salt
5 14 (5.67%) Ambari
6 10 (4.05%) Opscode Chef
7 9 (3.64%) Nagios
8 7 (2.83%) Mesos
9 6 (2.43%) Terraform
10 5 (2.02%) Kibana
10 5 (2.02%) Kubernetes
11 4 (1.62%) Rundeck
12 3 (1.21%) Ansible
12 3 (1.21%) Xymon
12 3 (1.21%) ZABBIX
13 1 (0.40%) SCOrch
Vendors
1 98 (39.68%) Cloudera
2 73 (29.55%) Hortonworks
3 69 (27.94%) MapR
4 66 (26.72%) Databricks
5 53 (21.46%) Microsoft
6 30 (12.15%) Oracle
7 21 (8.50%) Tableau
8 17 (6.88%) Talend
9 10 (4.05%) Google
10 8 (3.24%) SAP
11 7 (2.83%) Alteryx
12 6 (2.43%) Informatica
12 6 (2.43%) Splunk
13 4 (1.62%) Red Hat
14 3 (1.21%) Cognos
14 3 (1.21%) MicroStrategy
14 3 (1.21%) Salesforce.com
14 3 (1.21%) Vertica
15 2 (0.81%) Datameer
15 2 (0.81%) RapidMiner