Period
to 25 February 2018

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 25 February 2018 with a comparison to the same period in the previous 2 years.

Apache Pig
UK
6 months to
25 Feb 2018
Same period 2017 Same period 2016
Rank 935 728 804
Rank change year-on-year -207 +76 +193
Permanent jobs citing Apache Pig 246 478 526
As % of all permanent IT jobs advertised in the UK 0.14% 0.27% 0.25%
As % of the Application Platforms category 0.84% 1.54% 1.32%
Number of salaries quoted 185 357 407
UK median annual salary £65,000 £60,000 £67,500
Median salary % change year-on-year +8.33% -11.11% +6.30%
10th Percentile £37,500 £33,500 £44,000
90th Percentile £112,500 £91,250 £92,500
UK excluding London median annual salary £50,000 £50,000 £57,500
% change year-on-year - -13.04% -

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 29,444 31,058 39,856
As % of all permanent IT jobs advertised in the UK 16.91% 17.80% 18.91%
Number of salaries quoted 24,312 25,983 33,376
UK median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,500 £26,750 £26,500
90th Percentile £78,750 £75,000 £72,500
UK excluding London median annual salary £41,500 £40,000 £40,000
% change year-on-year +3.75% - +2.56%

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 25 February 2018.

Salary histogram for Apache Pig in the UK

Apache Pig
Top 12 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 25 February 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
England -168 237 £67,500 +12.50% 16
London -84 129 £85,000 +21.43% 9
UK excluding London -140 116 £50,000 - 7
South East 0 39 £50,000 -8.26% 3
South West -49 35 £50,000 +6.38% 2
East of England +4 17 £75,000 +20.00%
North of England -38 16 £60,000 +20.00% 2
North West -44 12 £60,000 +9.09% 1
Wales +4 8 £46,250 -7.50%
Yorkshire +21 4 - - 1
Midlands -4 1 - -
West Midlands -8 1 - -

For the 6 months to 25 February 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 with a requirement for Apache Pig.

1 214 (86.99%) Hadoop
2 212 (86.18%) Apache Hive
3 197 (80.08%) Big Data
4 172 (69.92%) Java
5 159 (64.63%) Python
6 151 (61.38%) Apache Spark
7 110 (44.72%) MongoDB
8 107 (43.50%) Analytics
9 104 (42.28%) Agile Software Development
10 102 (41.46%) SQL
11 97 (39.43%) MapReduce
12 92 (37.40%) HBase
13 87 (35.37%) Visualisation
14 81 (32.93%) Scala
15 76 (30.89%) Tableau
16 74 (30.08%) NoSQL
16 74 (30.08%) Linux
17 73 (29.67%) Degree
18 71 (28.86%) Business Intelligence
18 71 (28.86%) Data Science
19 70 (28.46%) Apache Cassandra
20 66 (26.83%) ETL
21 65 (26.42%) Amazon AWS
22 64 (26.02%) Software Engineering
23 63 (25.61%) Apache Flume
24 61 (24.80%) Machine Learning
25 59 (23.98%) Computer Science
26 58 (23.58%) Impala
27 57 (23.17%) HDFS
27 57 (23.17%) Scrum

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
1 151 (61.38%) Apache Spark
2 52 (21.14%) Elasticsearch
3 36 (14.63%) Apache
4 33 (13.41%) SAS
5 11 (4.47%) Confluence
6 9 (3.66%) Apache Solr
7 8 (3.25%) WebSphere
8 6 (2.44%) Tomcat
9 5 (2.03%) Apache Geronimo
9 5 (2.03%) GlassFish
9 5 (2.03%) JBoss
10 4 (1.63%) BizTalk Server
10 4 (1.63%) Oracle SOA Suite
10 4 (1.63%) WebLogic
11 2 (0.81%) Jupyter
12 1 (0.41%) SharePoint
Applications
1 16 (6.50%) SPSS
2 11 (4.47%) Weka
3 10 (4.07%) Microsoft Excel
4 7 (2.85%) Microsoft Office
4 7 (2.85%) Microsoft PowerPoint
4 7 (2.85%) MS Visio
5 6 (2.44%) GNU Octave
6 1 (0.41%) Chatbot
6 1 (0.41%) S-PLUS
6 1 (0.41%) Stata
Business Applications
1 4 (1.63%) Dynamics CRM
1 4 (1.63%) Oracle 11i
1 4 (1.63%) Oracle Assets
1 4 (1.63%) Oracle EBS
1 4 (1.63%) Oracle EBS R12
1 4 (1.63%) Oracle General Ledger
1 4 (1.63%) Oracle iProcurement
1 4 (1.63%) Oracle Payables
1 4 (1.63%) Oracle Receivables
Cloud Services
1 65 (26.42%) Amazon AWS
2 40 (16.26%) Microsoft Azure
3 30 (12.20%) Amazon EMR
4 25 (10.16%) GitHub
5 20 (8.13%) Amazon Kinesis
6 11 (4.47%) Google Cloud Platform
7 10 (4.07%) Cloud Computing
8 5 (2.03%) Amazon EC2
8 5 (2.03%) SaaS
9 3 (1.22%) Amazon S3
10 2 (0.81%) AWS Lambda
10 2 (0.81%) Office 365
10 2 (0.81%) Serverless
11 1 (0.41%) AWS Data Pipeline
11 1 (0.41%) Azure Data Factory
11 1 (0.41%) Azure Machine Learning
11 1 (0.41%) IBM Cloud
11 1 (0.41%) SoftLayer
Communications & Networking
1 15 (6.10%) Internet
2 11 (4.47%) Firewall
2 11 (4.47%) TCP/IP
3 10 (4.07%) HTTP
3 10 (4.07%) SSL
4 4 (1.63%) Network Security
Database & Business Intelligence
1 214 (86.99%) Hadoop
2 212 (86.18%) Apache Hive
3 197 (80.08%) Big Data
4 110 (44.72%) MongoDB
5 92 (37.40%) HBase
6 74 (30.08%) NoSQL
7 70 (28.46%) Apache Cassandra
8 58 (23.58%) Impala
9 51 (20.73%) Relational Database
10 39 (15.85%) Sqoop
11 38 (15.45%) MySQL
12 34 (13.82%) Power BI
13 33 (13.41%) Data Warehouse
13 33 (13.41%) SQL Server
14 32 (13.01%) RDBMS
15 27 (10.98%) Data Mining
16 26 (10.57%) Neo4j
17 21 (8.54%) Amazon Redshift
17 21 (8.54%) QlikView
17 21 (8.54%) Spotfire
Development Applications
1 41 (16.67%) JIRA
2 28 (11.38%) Git (software)
3 20 (8.13%) Jenkins
4 15 (6.10%) Selenium
5 13 (5.28%) Atlassian Bamboo
6 11 (4.47%) Bitbucket
7 10 (4.07%) CodeSonar
7 10 (4.07%) git-flow
7 10 (4.07%) Robot Framework
8 8 (3.25%) Maven
9 6 (2.44%) Ant
9 6 (2.44%) Sonatype Nexus
10 5 (2.03%) Team Foundation Server
11 4 (1.63%) Eclipse
11 4 (1.63%) HP UFT
11 4 (1.63%) IntelliJ
11 4 (1.63%) NetBeans
11 4 (1.63%) SpecFlow
11 4 (1.63%) Visual Studio Team System
12 3 (1.22%) Subversion
General
1 36 (14.63%) Finance
2 21 (8.54%) Retail
3 15 (6.10%) Electronics
3 15 (6.10%) Marketing
4 11 (4.47%) Banking
5 8 (3.25%) Games
6 5 (2.03%) Automotive
6 5 (2.03%) Financial Institution
7 4 (1.63%) Billing
8 3 (1.22%) Military
9 2 (0.81%) Manufacturing
9 2 (0.81%) Telecoms
10 1 (0.41%) Aerospace
10 1 (0.41%) Front Office
10 1 (0.41%) iGaming
10 1 (0.41%) Investment Banking
10 1 (0.41%) Legal
10 1 (0.41%) Pharmaceutical
Job Titles
1 56 (22.76%) Data Engineer
2 51 (20.73%) Developer
3 39 (15.85%) Big Data Engineer
4 36 (14.63%) Software Engineer
5 34 (13.82%) Data Scientist
6 31 (12.60%) Hadoop Engineer
7 26 (10.57%) Java Developer
8 24 (9.76%) Senior Data Engineer
9 23 (9.35%) Architect
10 15 (6.10%) AWS Engineer
10 15 (6.10%) Big Data Developer
10 15 (6.10%) Senior Hadoop Engineer
11 14 (5.69%) Senior Developer
11 14 (5.69%) Senior Software Engineer
12 13 (5.28%) Data Architect
12 13 (5.28%) Senior Java Developer
13 12 (4.88%) Consultant
13 12 (4.88%) Java Engineer
13 12 (4.88%) Lead Developer
14 11 (4.47%) Lead Java Developer
Libraries, Frameworks & Software Standards
1 49 (19.92%) Java EE
2 45 (18.29%) Kafka
3 40 (16.26%) Web Services
4 35 (14.23%) Pandas
5 34 (13.82%) Node.js
6 33 (13.41%) RabbitMQ
6 33 (13.41%) Spring
7 28 (11.38%) Hibernate
8 27 (10.98%) AngularJS
9 25 (10.16%) REST
10 24 (9.76%) HTML
10 24 (9.76%) SOAP
11 23 (9.35%) MLlib
12 22 (8.94%) Apache Camel
12 22 (8.94%) NumPy
13 21 (8.54%) .NET
13 21 (8.54%) LAMP
14 20 (8.13%) CSS
15 19 (7.72%) jQuery
16 17 (6.91%) JMS
Miscellaneous
1 59 (23.98%) Computer Science
2 27 (10.98%) Analytical Skills
3 24 (9.76%) Algorithms
4 20 (8.13%) User Experience
5 17 (6.91%) Clustering
6 12 (4.88%) Data Structures
7 11 (4.47%) Fintech
7 11 (4.47%) PKI
8 8 (3.25%) DataPower
8 8 (3.25%) Greenfield Project
9 7 (2.85%) Mainframe
9 7 (2.85%) Virtual Team
10 6 (2.44%) Analytical Mindset
10 6 (2.44%) Mobile App
11 5 (2.03%) Private Cloud
12 4 (1.63%) Hybrid Cloud
12 4 (1.63%) Public Cloud
13 3 (1.22%) e-Learning
13 3 (1.22%) Equities
14 2 (0.81%) Taxonomies
Operating Systems
1 74 (30.08%) Linux
2 16 (6.50%) Windows
3 13 (5.28%) Android
4 12 (4.88%) Apple iOS
5 10 (4.07%) Mac OS X
6 8 (3.25%) Unix
7 1 (0.41%) Red Hat Enterprise Linux
7 1 (0.41%) Ubuntu
Processes & Methodologies
1 107 (43.50%) Analytics
2 104 (42.28%) Agile Software Development
3 97 (39.43%) MapReduce
4 87 (35.37%) Visualisation
5 71 (28.86%) Business Intelligence
5 71 (28.86%) Data Science
6 66 (26.83%) ETL
7 64 (26.02%) Software Engineering
8 61 (24.80%) Machine Learning
9 57 (23.17%) Scrum
10 55 (22.36%) Data Visualisation
11 51 (20.73%) Open Source
12 50 (20.33%) Mathematics
13 48 (19.51%) DevOps
14 40 (16.26%) Data Analytics
15 34 (13.82%) Statistics
16 26 (10.57%) Data Modelling
16 26 (10.57%) E-Commerce
17 24 (9.76%) TDD
18 22 (8.94%) Cybersecurity
Programming Languages
1 172 (69.92%) Java
2 159 (64.63%) Python
3 102 (41.46%) SQL
4 81 (32.93%) Scala
5 51 (20.73%) R
6 48 (19.51%) C#
7 45 (18.29%) JavaScript
8 39 (15.85%) C++
9 35 (14.23%) C
10 30 (12.20%) Perl
11 22 (8.94%) PHP
12 15 (6.10%) Groovy
12 15 (6.10%) Ruby
13 11 (4.47%) Objective-C
13 11 (4.47%) PowerShell
14 10 (4.07%) Bash Shell
14 10 (4.07%) Shell Script
15 9 (3.66%) PL/SQL
15 9 (3.66%) T-SQL
16 7 (2.85%) MATLAB
Qualifications
1 73 (29.67%) Degree
2 37 (15.04%) Computer Science Degree
3 25 (10.16%) Numerate Degree
4 16 (6.50%) PhD
4 16 (6.50%) Security Cleared
5 15 (6.10%) DV Cleared
6 9 (3.66%) CCNA
6 9 (3.66%) Cisco Certification
6 9 (3.66%) CISSP
6 9 (3.66%) GIAC
6 9 (3.66%) Linux+ Certification
6 9 (3.66%) MCSE
6 9 (3.66%) Microsoft Certification
6 9 (3.66%) Network+ Certification
6 9 (3.66%) SANS
6 9 (3.66%) SSCP
7 8 (3.25%) CompTIA Security+
8 4 (1.63%) ISTQB
8 4 (1.63%) Master's Degree
8 4 (1.63%) PRINCE2 Certification
Quality Assurance & Compliance
1 14 (5.69%) QA
2 9 (3.66%) Data Quality
3 4 (1.63%) ISO 9001
4 2 (0.81%) GCP
4 2 (0.81%) GDPR
System Software
1 63 (25.61%) Apache Flume
2 57 (23.17%) HDFS
3 52 (21.14%) Docker
4 12 (4.88%) VMware Infrastructure
5 11 (4.47%) Hyper-V
6 10 (4.07%) vSphere
7 6 (2.44%) Apache ZooKeeper
Systems Management
1 27 (10.98%) Oozie
2 18 (7.32%) Puppet
3 13 (5.28%) Opscode Chef
4 10 (4.07%) Salt
5 9 (3.66%) Hadoop YARN
6 7 (2.85%) Ansible
7 4 (1.63%) Nagios
8 3 (1.22%) Kibana
8 3 (1.22%) Kubernetes
8 3 (1.22%) Mesos
9 2 (0.81%) QRadar
Vendors
1 76 (30.89%) Tableau
2 44 (17.89%) Oracle
3 37 (15.04%) Cloudera
4 26 (10.57%) Hortonworks
5 24 (9.76%) Microsoft
6 19 (7.72%) MapR
7 18 (7.32%) Atlassian
8 16 (6.50%) VMware
9 14 (5.69%) Informatica
10 13 (5.28%) Google
11 12 (4.88%) SAP
12 10 (4.07%) Cognos
13 9 (3.66%) Alteryx
14 8 (3.25%) MicroStrategy
15 7 (2.85%) Birst
16 6 (2.44%) Talend
16 6 (2.44%) TIBCO
17 5 (2.03%) Netezza
17 5 (2.03%) Teradata
18 4 (1.63%) Brocade