Period
to 24 August 2017

The following table provides summary statistics for permanent job vacancies 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 24 August 2017 with a comparison to the same period in the previous 2 years.

Apache Pig
UK
6 months to
24 Aug 2017
Same period 2016 Same period 2015
Rank 938 792 804
Rank change year-on-year -146 +12 +266
Permanent jobs citing Apache Pig 239 486 517
As % of all permanent IT jobs advertised in the UK 0.14% 0.25% 0.24%
As % of the Application Platforms category 0.76% 1.33% 1.24%
Number of salaries quoted 174 355 413
UK median annual salary £65,000 £60,000 £67,500
Median salary % change year-on-year +8.33% -11.11% +3.85%
10th Percentile £38,750 £40,000 £41,250
90th Percentile £107,500 £96,250 £93,750
UK excluding London median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% -12.50%

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 with a requirement for application platform skills.

All Application Platform Skills
UK
Permanent vacancies with a requirement for application platform skills 31567 36495 41760
As % of all permanent IT jobs advertised in the UK 17.96% 18.58% 19.28%
Number of salaries quoted 25390 31031 34555
UK median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,000 £26,250 £26,250
90th Percentile £76,250 £75,000 £72,500
UK excluding London median annual salary £41,000 £40,000 £40,000
% change year-on-year +2.50% - +3.90%

Apache Pig
Job Vacancy Trend

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

Job vacancy trend for Apache Pig in the UK

Apache Pig
Salary Trend

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

Salary trend for Apache Pig in the UK

Apache Pig
Salary Histogram

The salary distribution of IT jobs citing Apache Pig over the 6 months to 24 August 2017.

Salary histogram for Apache Pig in the UK

Apache Pig
Top 15 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Pig within the UK over the 6 months to 24 August 2017. 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
England -152 227 £66,250 +1.92% 15
London -69 138 £80,000 - 13
UK excluding London -98 101 £55,000 - 2
North of England +11 34 £55,000 -8.33%
North West +4 30 £55,000 -8.33%
East of England +16 24 £55,000 -8.33%
South East +27 21 £55,000 -8.33% 2
South West -58 8 £42,500 -15.00%
Scotland +6 7 £105,500 +100.95%
Wales +4 7 £35,000 -36.36%
Yorkshire +3 3 £40,000 -27.27%
Midlands +8 2 £76,250 +38.64%
East Midlands +10 1 £77,500 +40.91%
West Midlands +8 1 £75,000 +30.43%
North East - 1 - -

For the 6 months to 24 August 2017, 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 with a requirement for Apache Pig.

1 223 (93.31%) Hadoop
2 205 (85.77%) Big Data
3 192 (80.33%) Apache Hive
4 191 (79.92%) Apache Spark
5 149 (62.34%) Java
6 131 (54.81%) MapReduce
7 130 (54.39%) Python
8 116 (48.54%) Agile Software Development
8 116 (48.54%) Analytics
9 104 (43.51%) HBase
10 100 (41.84%) NoSQL
11 83 (34.73%) MongoDB
12 76 (31.80%) SQL
13 70 (29.29%) HDFS
14 65 (27.20%) Machine Learning
14 65 (27.20%) Kafka
15 64 (26.78%) R
16 62 (25.94%) Finance
17 58 (24.27%) Apache Flume
18 56 (23.43%) Apache Cassandra
18 56 (23.43%) Amazon AWS
19 54 (22.59%) Linux
19 54 (22.59%) Degree
20 49 (20.50%) Sqoop
21 48 (20.08%) SAS
22 47 (19.67%) Scala
23 45 (18.83%) Oozie
23 45 (18.83%) Web Services
24 44 (18.41%) Analytical Skills
25 43 (17.99%) Visualisation

Apache Pig
Co-occurring IT Skills 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
1 191 (79.92%) Apache Spark
2 48 (20.08%) SAS
3 28 (11.72%) Apache
4 18 (7.53%) JBoss
5 16 (6.69%) Tomcat
6 14 (5.86%) GlassFish
7 13 (5.44%) Elasticsearch
7 13 (5.44%) WebSphere
8 6 (2.51%) WebLogic
9 5 (2.09%) Apache Solr
10 2 (0.84%) Apache Geronimo
11 1 (0.42%) CMS
11 1 (0.42%) Jupyter
11 1 (0.42%) Mule
11 1 (0.42%) Oracle Coherence
Applications
1 24 (10.04%) SPSS
2 5 (2.09%) S-PLUS
2 5 (2.09%) Stata
3 3 (1.26%) Microsoft Excel
3 3 (1.26%) Weka
4 1 (0.42%) Gephi
4 1 (0.42%) GNU Octave
Cloud Services
1 56 (23.43%) Amazon AWS
2 30 (12.55%) Microsoft Azure
3 11 (4.60%) Amazon EMR
4 8 (3.35%) Cloud Computing
5 7 (2.93%) Google Cloud Platform
6 6 (2.51%) Amazon EC2
7 3 (1.26%) Amazon S3
8 2 (0.84%) Amazon Kinesis
8 2 (0.84%) Bluemix
8 2 (0.84%) Cortana Intelligence Suite
8 2 (0.84%) IBM Cloud
9 1 (0.42%) AWS Lambda
9 1 (0.42%) GitHub
9 1 (0.42%) PaaS
Communications & Networking
1 6 (2.51%) Kerberos
1 6 (2.51%) LDAP
2 3 (1.26%) HTTP
3 2 (0.84%) Internet
3 2 (0.84%) SSL
4 1 (0.42%) DNS
4 1 (0.42%) Firewall
4 1 (0.42%) FTP
4 1 (0.42%) Intranet
4 1 (0.42%) TCP/IP
4 1 (0.42%) tcpdump
4 1 (0.42%) Wireshark
Database & Business Intelligence
1 223 (93.31%) Hadoop
2 205 (85.77%) Big Data
3 192 (80.33%) Apache Hive
4 104 (43.51%) HBase
5 100 (41.84%) NoSQL
6 83 (34.73%) MongoDB
7 56 (23.43%) Apache Cassandra
8 49 (20.50%) Sqoop
9 41 (17.15%) Relational Database
10 39 (16.32%) Impala
11 30 (12.55%) SQL Server
12 27 (11.30%) Data Mining
13 26 (10.88%) MySQL
14 22 (9.21%) Neo4j
15 20 (8.37%) Pentaho
15 20 (8.37%) QlikView
15 20 (8.37%) RDBMS
16 17 (7.11%) CouchDB
17 14 (5.86%) Amazon DynamoDB
17 14 (5.86%) Mahout
Development Applications
1 19 (7.95%) Git (software)
2 18 (7.53%) Maven
3 17 (7.11%) Jenkins
4 14 (5.86%) Ant
5 11 (4.60%) Vagrant
6 9 (3.77%) gulp
6 9 (3.77%) webpack
7 7 (2.93%) Talend Open Studio
8 6 (2.51%) JIRA
9 4 (1.67%) Eclipse
10 2 (0.84%) Cucumber
10 2 (0.84%) Gradle
10 2 (0.84%) IntelliJ
10 2 (0.84%) NetBeans
10 2 (0.84%) Selenium
10 2 (0.84%) Team Foundation Server
11 1 (0.42%) Yeoman
General
1 62 (25.94%) Finance
2 20 (8.37%) Retail
3 11 (4.60%) Games
4 10 (4.18%) Banking
5 6 (2.51%) Investment Banking
6 4 (1.67%) Military
7 3 (1.26%) Electronics
8 2 (0.84%) Marketing
9 1 (0.42%) Digital Economy
9 1 (0.42%) Financial Institution
9 1 (0.42%) Manufacturing
9 1 (0.42%) Telecoms
Job Titles
1 52 (21.76%) Developer
2 41 (17.15%) Data Scientist
3 29 (12.13%) Architect
4 28 (11.72%) Hadoop Engineer
5 27 (11.30%) Data Engineer
6 26 (10.88%) Java Developer
7 23 (9.62%) Data Architect
8 21 (8.79%) Big Data Architect
9 19 (7.95%) Big Data Developer
10 15 (6.28%) Analyst
10 15 (6.28%) Data Analyst
11 14 (5.86%) Hadoop Developer
12 11 (4.60%) Big Data Engineer
13 10 (4.18%) Oracle Developer
13 10 (4.18%) Software Engineer
14 9 (3.77%) Consultant
14 9 (3.77%) Solutions Architect
15 8 (3.35%) Cloud Architect
15 8 (3.35%) Cloud Developer
15 8 (3.35%) E-Commerce Director
Libraries, Frameworks & Software Standards
1 65 (27.20%) Kafka
2 45 (18.83%) Web Services
3 33 (13.81%) Java EE
4 26 (10.88%) Spring
5 24 (10.04%) Hibernate
6 21 (8.79%) HTML
7 18 (7.53%) CSS
8 17 (7.11%) Node.js
9 14 (5.86%) .NET
9 14 (5.86%) Spring MVC
10 13 (5.44%) J2EE
11 12 (5.02%) Ajax
11 12 (5.02%) Natural Language Processing
12 10 (4.18%) EJB
12 10 (4.18%) React
13 9 (3.77%) Elastic Stack
13 9 (3.77%) Ember.js
13 9 (3.77%) IBM Integration Bus
13 9 (3.77%) Sass
14 8 (3.35%) Servlets
Miscellaneous
1 44 (18.41%) Analytical Skills
2 42 (17.57%) Computer Science
3 38 (15.90%) Algorithms
4 18 (7.53%) Data Structures
5 13 (5.44%) Enterprise Software
6 12 (5.02%) Greenfield Project
6 12 (5.02%) PKI
7 10 (4.18%) Virtual Team
8 8 (3.35%) Fintech
9 4 (1.67%) Clustering
10 3 (1.26%) Taxonomies
11 2 (0.84%) Cyber Attack
11 2 (0.84%) Data Centre
11 2 (0.84%) Grid Computing
11 2 (0.84%) Management Information System
11 2 (0.84%) Mobile App
11 2 (0.84%) Robotics
12 1 (0.42%) Cybercrime
12 1 (0.42%) Internet of Things
12 1 (0.42%) Mobile Banking
Operating Systems
1 54 (22.59%) Linux
2 12 (5.02%) Unix
3 5 (2.09%) Android
3 5 (2.09%) Apple iOS
4 3 (1.26%) Windows
5 2 (0.84%) Solaris
Processes & Methodologies
1 131 (54.81%) MapReduce
2 116 (48.54%) Agile Software Development
2 116 (48.54%) Analytics
3 65 (27.20%) Machine Learning
4 43 (17.99%) Visualisation
5 42 (17.57%) Data Analytics
6 38 (15.90%) Software Engineering
7 36 (15.06%) Business Intelligence
7 36 (15.06%) ETL
8 29 (12.13%) Use Case
9 28 (11.72%) Statistics
10 27 (11.30%) Data Management
10 27 (11.30%) DevOps
10 27 (11.30%) Open Source
11 26 (10.88%) Technical Architecture
12 25 (10.46%) Waterfall
13 23 (9.62%) Continuous Integration
14 22 (9.21%) Scrum
15 21 (8.79%) Mathematics
15 21 (8.79%) Requirements Analysis
Programming Languages
1 149 (62.34%) Java
2 130 (54.39%) Python
3 76 (31.80%) SQL
4 64 (26.78%) R
5 47 (19.67%) Scala
6 26 (10.88%) JavaScript
7 24 (10.04%) C#
8 20 (8.37%) Perl
9 18 (7.53%) PL/SQL
10 17 (7.11%) T-SQL
11 16 (6.69%) MATLAB
12 14 (5.86%) C
13 13 (5.44%) C++
14 12 (5.02%) Ruby
15 9 (3.77%) ES6
16 8 (3.35%) PHP
17 7 (2.93%) HiveQL
18 2 (0.84%) Bash Shell
18 2 (0.84%) Objective-C
19 1 (0.42%) Shell Script
Qualifications
1 54 (22.59%) Degree
2 25 (10.46%) PhD
3 18 (7.53%) Security Cleared
4 9 (3.77%) DV Cleared
4 9 (3.77%) Numerate Degree
5 8 (3.35%) SC Cleared
6 7 (2.93%) Computer Science Degree
7 6 (2.51%) Master's Degree
8 2 (0.84%) CISSP
9 1 (0.42%) AWS Certification
9 1 (0.42%) CCNA
9 1 (0.42%) Cisco Certification
9 1 (0.42%) CISM
9 1 (0.42%) GIAC
9 1 (0.42%) Linux+ Certification
9 1 (0.42%) MCSE
9 1 (0.42%) Microsoft Certification
9 1 (0.42%) Network+ Certification
9 1 (0.42%) SANS
9 1 (0.42%) SSCP
Quality Assurance & Compliance
1 7 (2.93%) Data Quality
2 4 (1.67%) QA
3 3 (1.26%) GCP
3 3 (1.26%) GDPR
4 2 (0.84%) SLA
5 1 (0.42%) Sarbanes-Oxley
System Software
1 70 (29.29%) HDFS
2 58 (24.27%) Apache Flume
3 14 (5.86%) Docker
4 7 (2.93%) Hyper-V
4 7 (2.93%) VMware Infrastructure
5 2 (0.84%) Active Directory
5 2 (0.84%) Apache ZooKeeper
5 2 (0.84%) Oracle RAC
6 1 (0.42%) Cronacle
6 1 (0.42%) Virtual Machines
6 1 (0.42%) VirtualBox
Systems Management
1 45 (18.83%) Oozie
2 11 (4.60%) Ambari
3 10 (4.18%) Mesos
4 9 (3.77%) Hadoop YARN
4 9 (3.77%) Opscode Chef
5 7 (2.93%) Ansible
5 7 (2.93%) Puppet
6 1 (0.42%) Control-M
6 1 (0.42%) Kibana
6 1 (0.42%) Kubernetes
6 1 (0.42%) QRadar
6 1 (0.42%) Terraform
6 1 (0.42%) Tivoli
Vendors
1 39 (16.32%) Oracle
1 39 (16.32%) Tableau
2 33 (13.81%) Cloudera
3 18 (7.53%) Hortonworks
4 16 (6.69%) TIBCO
5 11 (4.60%) Splunk
6 9 (3.77%) Teradata
7 7 (2.93%) Google
7 7 (2.93%) MapR
7 7 (2.93%) Microsoft
7 7 (2.93%) Talend
7 7 (2.93%) VMware
8 6 (2.51%) Netezza
9 5 (2.09%) MuleSoft
9 5 (2.09%) RapidMiner
10 4 (1.67%) Cognos
10 4 (1.67%) MicroStrategy
10 4 (1.67%) Vertica
11 3 (1.26%) Cisco
11 3 (1.26%) IBM