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

Apache Pig
UK
6 months to
16 Jul 2018
Same period 2017 Same period 2016
Rank 916 924 800
Rank change year-on-year +8 -124 +95
Permanent jobs citing Apache Pig 270 271 509
As % of all permanent IT jobs advertised in the UK 0.15% 0.15% 0.25%
As % of the Application Platforms category 0.92% 0.85% 1.33%
Number of salaries quoted 220 200 352
UK median annual salary £62,500 £65,000 £65,000
Median salary % change year-on-year -3.85% - -3.70%
10th Percentile £37,500 £38,750 £40,000
90th Percentile £95,250 £102,500 £96,250
UK excluding London median annual salary £51,250 £55,000 £55,000
% change year-on-year -6.82% - +8.37%

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 29,239 31,960 38,261
As % of all permanent IT jobs advertised in the UK 16.61% 18.00% 18.81%
Number of salaries quoted 23,470 26,047 32,403
UK median annual salary £50,000 £47,000 £45,000
Median salary % change year-on-year +6.38% +4.44% -
10th Percentile £28,000 £26,892 £26,500
90th Percentile £80,000 £76,250 £73,750
UK excluding London median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - -

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 16 July 2018.

Salary histogram for Apache Pig in the UK

Apache Pig
Top 13 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 16 July 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 +6 249 £66,250 +1.92% 33
London -14 135 £75,000 -1.96% 16
UK excluding London +33 134 £51,250 -6.82% 20
North of England +23 36 £52,500 -4.55% 5
South West +2 35 £50,000 +17.65% 4
North West +1 31 £50,000 -9.09% 5
South East +2 27 £54,500 -22.14% 6
East of England -2 14 £72,500 +31.82% 2
Scotland -24 12 £52,500 -40.00% 2
Wales +2 8 £47,500 +11.76% 1
Yorkshire +26 5 £72,500 -3.33%
West Midlands +21 2 £70,000 -6.67%
Midlands +8 2 £70,000 -8.20%

For the 6 months to 16 July 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.

1 248 (91.85%) Big Data
2 244 (90.37%) Apache Hive
3 241 (89.26%) Hadoop
4 185 (68.52%) Apache Spark
5 164 (60.74%) Python
6 159 (58.89%) Java
7 131 (48.52%) SQL
8 117 (43.33%) Agile Software Development
9 116 (42.96%) Amazon AWS
10 115 (42.59%) Analytics
11 83 (30.74%) MapReduce
12 81 (30.00%) Kafka
13 80 (29.63%) Data Science
14 79 (29.26%) Scala
14 79 (29.26%) Scrum
14 79 (29.26%) ETL
15 71 (26.30%) C#
15 71 (26.30%) HBase
16 70 (25.93%) MongoDB
17 69 (25.56%) Linux
18 67 (24.81%) Oozie
18 67 (24.81%) Impala
19 65 (24.07%) Amazon Redshift
19 65 (24.07%) C++
20 63 (23.33%) Docker
20 63 (23.33%) NoSQL
21 62 (22.96%) R
22 61 (22.59%) Apache Flume
23 60 (22.22%) HDFS
23 60 (22.22%) Microsoft Azure

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
1 185 (68.52%) Apache Spark
2 44 (16.30%) Apache
3 36 (13.33%) Elasticsearch
4 21 (7.78%) SAS
5 17 (6.30%) Apache Solr
6 9 (3.33%) SharePoint
6 9 (3.33%) Tomcat
7 8 (2.96%) Confluence
8 6 (2.22%) WildFly
9 3 (1.11%) Apache Geronimo
9 3 (1.11%) GlassFish
9 3 (1.11%) JBoss
9 3 (1.11%) WebSphere
10 2 (0.74%) BizTalk Server
10 2 (0.74%) Jupyter
10 2 (0.74%) Oracle SOA Suite
10 2 (0.74%) WebLogic
Applications
1 13 (4.81%) GNU Octave
2 5 (1.85%) Chatbot
3 3 (1.11%) Weka
4 2 (0.74%) Microsoft Excel
5 1 (0.37%) Microsoft Office
5 1 (0.37%) Microsoft PowerPoint
5 1 (0.37%) MS Visio
5 1 (0.37%) SPSS
Business Applications
1 2 (0.74%) Dynamics CRM
1 2 (0.74%) Oracle 11i
1 2 (0.74%) Oracle Assets
1 2 (0.74%) Oracle EBS
1 2 (0.74%) Oracle EBS R12
1 2 (0.74%) Oracle General Ledger
1 2 (0.74%) Oracle iProcurement
1 2 (0.74%) Oracle Payables
1 2 (0.74%) Oracle Receivables
Cloud Services
1 116 (42.96%) Amazon AWS
2 60 (22.22%) Microsoft Azure
3 46 (17.04%) Amazon EMR
4 28 (10.37%) Amazon Kinesis
5 26 (9.63%) Amazon S3
6 24 (8.89%) GitHub
7 18 (6.67%) Amazon EC2
7 18 (6.67%) AWS Lambda
7 18 (6.67%) Serverless
8 16 (5.93%) Google Cloud Platform
9 6 (2.22%) Amazon ElastiCache
9 6 (2.22%) Amazon ELB
10 5 (1.85%) Cloud Computing
11 4 (1.48%) Cortana Intelligence Suite
11 4 (1.48%) Google Analytics
12 3 (1.11%) SaaS
13 2 (0.74%) Amazon SageMaker
13 2 (0.74%) Virtual Private Cloud
14 1 (0.37%) Amazon CloudWatch
14 1 (0.37%) AWS CloudTrail
Communications & Networking
1 33 (12.22%) Firewall
2 31 (11.48%) TCP/IP
3 29 (10.74%) SSL
4 27 (10.00%) HTTP
5 8 (2.96%) Kerberos
6 5 (1.85%) Internet
7 3 (1.11%) Network Security
8 2 (0.74%) DNS
9 1 (0.37%) VLAN
9 1 (0.37%) VPN
Database & Business Intelligence
1 248 (91.85%) Big Data
2 244 (90.37%) Apache Hive
3 241 (89.26%) Hadoop
4 71 (26.30%) HBase
5 70 (25.93%) MongoDB
6 67 (24.81%) Impala
7 65 (24.07%) Amazon Redshift
8 63 (23.33%) NoSQL
9 56 (20.74%) Apache Cassandra
10 53 (19.63%) Sqoop
11 49 (18.15%) MySQL
12 47 (17.41%) SQL Server
13 36 (13.33%) Relational Database
14 32 (11.85%) Power BI
15 28 (10.37%) Data Warehouse
16 26 (9.63%) Data Lake
16 26 (9.63%) Presto
17 24 (8.89%) Neo4j
18 23 (8.52%) Amazon DynamoDB
19 19 (7.04%) QlikView
Development Applications
1 55 (20.37%) JIRA
2 45 (16.67%) Git (software)
3 32 (11.85%) Selenium
4 30 (11.11%) Atlassian Bamboo
5 29 (10.74%) Bitbucket
6 27 (10.00%) CodeSonar
6 27 (10.00%) git-flow
6 27 (10.00%) Robot Framework
7 22 (8.15%) Jenkins
8 15 (5.56%) Subversion
9 12 (4.44%) Maven
10 7 (2.59%) Visual Studio
11 6 (2.22%) JUnit
11 6 (2.22%) Sonatype Nexus
11 6 (2.22%) TestNG
12 5 (1.85%) Visual Studio Team System
13 4 (1.48%) Ant
13 4 (1.48%) Mockito
13 4 (1.48%) Team Foundation Server
13 4 (1.48%) TeamCity
General
1 37 (13.70%) Finance
2 12 (4.44%) Marketing
3 11 (4.07%) Retail
4 10 (3.70%) Banking
5 8 (2.96%) Electronics
6 5 (1.85%) Games
7 4 (1.48%) Automotive
8 2 (0.74%) Billing
8 2 (0.74%) Financial Institution
8 2 (0.74%) Telecoms
9 1 (0.37%) Investment Banking
9 1 (0.37%) Law
9 1 (0.37%) Legal
Job Titles
1 68 (25.19%) Data Engineer
2 50 (18.52%) Developer
3 47 (17.41%) Big Data Engineer
4 35 (12.96%) Architect
4 35 (12.96%) Software Engineer
5 33 (12.22%) Data Scientist
6 27 (10.00%) Senior Data Engineer
7 25 (9.26%) Java Engineer
7 25 (9.26%) Java Software Engineer
8 23 (8.52%) C++ Software Engineer
8 23 (8.52%) Java Developer
9 22 (8.15%) AWS Engineer
9 22 (8.15%) Hadoop Engineer
10 21 (7.78%) C# Software Engineer
10 21 (7.78%) Data Architect
11 20 (7.41%) Big Data Developer
12 19 (7.04%) Consultant
13 16 (5.93%) Big Data Architect
13 16 (5.93%) Senior Hadoop Engineer
14 13 (4.81%) Lead Developer
Libraries, Frameworks & Software Standards
1 81 (30.00%) Kafka
2 53 (19.63%) Java EE
3 49 (18.15%) REST
4 39 (14.44%) .NET
5 38 (14.07%) Pandas
6 36 (13.33%) Node.js
6 36 (13.33%) SOAP
7 35 (12.96%) Django
8 33 (12.22%) RabbitMQ
9 32 (11.85%) LAMP
10 30 (11.11%) Spring MVC
11 29 (10.74%) Web Services
12 27 (10.00%) .NET Framework
12 27 (10.00%) ASP.NET
12 27 (10.00%) STL
13 23 (8.52%) HTML
14 21 (7.78%) CSS
14 21 (7.78%) NumPy
15 19 (7.04%) MLlib
16 18 (6.67%) HTML5
Miscellaneous
1 49 (18.15%) Computer Science
2 35 (12.96%) Algorithms
3 17 (6.30%) Clustering
4 16 (5.93%) Fintech
5 14 (5.19%) Analytical Skills
6 12 (4.44%) User Experience
7 9 (3.33%) Data Structures
8 7 (2.59%) Virtual Team
9 6 (2.22%) DataPower
9 6 (2.22%) FMCG
9 6 (2.22%) Public Cloud
9 6 (2.22%) Self-Motivation
10 5 (1.85%) Greenfield Project
11 4 (1.48%) Analytical Mindset
11 4 (1.48%) Digital Media
11 4 (1.48%) Taxonomies
12 3 (1.11%) Enterprise Cloud
12 3 (1.11%) Hybrid Cloud
12 3 (1.11%) Private Cloud
13 2 (0.74%) Cybercrime
Operating Systems
1 69 (25.56%) Linux
2 31 (11.48%) Windows
3 30 (11.11%) Android
3 30 (11.11%) Apple iOS
4 27 (10.00%) Mac OS X
5 14 (5.19%) Unix
6 7 (2.59%) Ubuntu
7 6 (2.22%) CentOS
8 3 (1.11%) VMS
9 1 (0.37%) Red Hat Enterprise Linux
Processes & Methodologies
1 117 (43.33%) Agile Software Development
2 115 (42.59%) Analytics
3 83 (30.74%) MapReduce
4 80 (29.63%) Data Science
5 79 (29.26%) ETL
5 79 (29.26%) Scrum
6 59 (21.85%) Artificial Intelligence
7 58 (21.48%) Software Engineering
8 50 (18.52%) Machine Learning
9 49 (18.15%) Business Intelligence
9 49 (18.15%) DevOps
10 46 (17.04%) Visualisation
11 42 (15.56%) Mathematics
12 41 (15.19%) Open Source
13 40 (14.81%) Data Analytics
14 38 (14.07%) TDD
15 37 (13.70%) Kanban
16 36 (13.33%) Data Modelling
17 35 (12.96%) Cybersecurity
18 34 (12.59%) Data Visualisation
Programming Languages
1 164 (60.74%) Python
2 159 (58.89%) Java
3 131 (48.52%) SQL
4 79 (29.26%) Scala
5 71 (26.30%) C#
6 65 (24.07%) C++
7 62 (22.96%) R
8 57 (21.11%) JavaScript
9 44 (16.30%) C
10 38 (14.07%) Bash Shell
11 36 (13.33%) PHP
12 27 (10.00%) Objective-C
12 27 (10.00%) PowerShell
13 17 (6.30%) Perl
14 15 (5.56%) Ruby
15 8 (2.96%) Groovy
16 6 (2.22%) PL/SQL
17 4 (1.48%) Go
17 4 (1.48%) MATLAB
17 4 (1.48%) T-SQL
Qualifications
1 36 (13.33%) Degree
1 36 (13.33%) Security Cleared
2 30 (11.11%) PhD
3 29 (10.74%) CCNA
3 29 (10.74%) Cisco Certification
3 29 (10.74%) CISSP
3 29 (10.74%) GIAC
3 29 (10.74%) Linux+ Certification
3 29 (10.74%) MCSE
3 29 (10.74%) Microsoft Certification
3 29 (10.74%) Network+ Certification
3 29 (10.74%) SANS
3 29 (10.74%) SSCP
4 27 (10.00%) CompTIA Security+
5 26 (9.63%) DV Cleared
6 17 (6.30%) Computer Science Degree
7 6 (2.22%) Master's Degree
8 5 (1.85%) Numerate Degree
8 5 (1.85%) SC Cleared
9 2 (0.74%) AWS Certification
Quality Assurance & Compliance
1 7 (2.59%) QA
2 3 (1.11%) Data Quality
2 3 (1.11%) GCP
2 3 (1.11%) ISO 9001
System Software
1 63 (23.33%) Docker
2 61 (22.59%) Apache Flume
3 60 (22.22%) HDFS
4 27 (10.00%) vSphere
5 16 (5.93%) Apache ZooKeeper
6 2 (0.74%) Active Directory
6 2 (0.74%) Virtual Machines
7 1 (0.37%) Cronacle
Systems Management
1 67 (24.81%) Oozie
2 45 (16.67%) Puppet
3 27 (10.00%) Salt
4 19 (7.04%) Hadoop YARN
5 14 (5.19%) Opscode Chef
6 13 (4.81%) Ansible
7 8 (2.96%) Kibana
7 8 (2.96%) Terraform
8 6 (2.22%) Xymon
8 6 (2.22%) ZABBIX
9 5 (1.85%) Ambari
10 3 (1.11%) Kubernetes
11 1 (0.37%) CA Endevor
11 1 (0.37%) Consul
11 1 (0.37%) Control-M
11 1 (0.37%) Packer
11 1 (0.37%) SCOrch
Vendors
1 50 (18.52%) Tableau
2 43 (15.93%) Cloudera
3 40 (14.81%) Microsoft
4 31 (11.48%) Hortonworks
5 27 (10.00%) Oracle
6 23 (8.52%) MapR
7 20 (7.41%) Atlassian
7 20 (7.41%) Talend
8 18 (6.67%) Google
9 7 (2.59%) Datameer
10 6 (2.22%) Informatica
10 6 (2.22%) Red Hat
10 6 (2.22%) TIBCO
11 5 (1.85%) Alteryx
11 5 (1.85%) Databricks
12 4 (1.48%) Salesforce.com
12 4 (1.48%) SAP
13 3 (1.11%) CA
13 3 (1.11%) Sonatype
13 3 (1.11%) Vertica