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

Apache Pig
UK
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 902 983 816
Rank change year-on-year +81 -167 -19
Permanent jobs citing Apache Pig 258 210 464
As % of all permanent IT jobs advertised in the UK 0.15% 0.12% 0.24%
As % of the Application Platforms category 0.93% 0.67% 1.31%
Number of salaries quoted 198 152 352
UK median annual salary £67,500 £70,000 £60,000
Median salary % change year-on-year -3.57% +16.67% -12.73%
10th Percentile £37,500 £40,000 £38,750
90th Percentile £97,875 £112,425 £96,250
UK excluding London median annual salary £50,000 £55,000 £54,000
% change year-on-year -9.09% +1.85% +2.86%

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 27,806 31,492 35,391
As % of all permanent IT jobs advertised in the UK 16.60% 17.85% 18.49%
Number of salaries quoted 22,340 25,256 30,010
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £28,000 £27,000 £26,750
90th Percentile £82,500 £76,250 £75,000
UK excluding London median annual salary £43,000 £41,000 £40,000
% change year-on-year +4.88% +2.50% -

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 September 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 25 September 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 +60 236 £70,000 - 22
London +46 141 £75,000 -6.25% 18
UK excluding London +68 115 £50,000 -9.09% 4
North of England +24 32 £50,000 -28.57%
South West +30 28 £45,000 - 2
North West +12 28 £50,000 -28.57%
South East +6 18 £65,000 +18.18% 2
Scotland -1 16 £55,000 -47.87%
East of England +31 15 £62,200 -0.48%
Wales +3 5 £40,000 +14.29%
Yorkshire +28 4 £63,750 +59.38%
West Midlands +28 1 £70,000 -6.67%
Midlands +18 1 £70,000 -8.20%

For the 6 months to 25 September 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.

1 236 (91.47%) Apache Hive
2 233 (90.31%) Big Data
3 232 (89.92%) Hadoop
4 176 (68.22%) Apache Spark
5 171 (66.28%) Python
6 152 (58.91%) Java
7 119 (46.12%) Analytics
8 118 (45.74%) Amazon AWS
9 114 (44.19%) SQL
10 97 (37.60%) Agile Software Development
11 90 (34.88%) Kafka
12 88 (34.11%) Data Science
13 87 (33.72%) Scrum
14 81 (31.40%) Oozie
15 79 (30.62%) MapReduce
15 79 (30.62%) Linux
16 77 (29.84%) Scala
17 75 (29.07%) Amazon Redshift
17 75 (29.07%) C#
18 73 (28.29%) NoSQL
19 72 (27.91%) C++
20 71 (27.52%) JavaScript
21 69 (26.74%) ETL
22 67 (25.97%) Kanban
22 67 (25.97%) Docker
22 67 (25.97%) Impala
23 66 (25.58%) Puppet
23 66 (25.58%) Git (software)
23 66 (25.58%) SQL Server
24 65 (25.19%) HBase

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
1 176 (68.22%) Apache Spark
2 45 (17.44%) Apache
3 42 (16.28%) Elasticsearch
4 24 (9.30%) Apache Solr
5 19 (7.36%) SAS
6 8 (3.10%) Tomcat
7 6 (2.33%) WildFly
8 4 (1.55%) SharePoint
9 3 (1.16%) WebSphere
10 2 (0.78%) Apache Geronimo
10 2 (0.78%) GlassFish
10 2 (0.78%) JBoss
10 2 (0.78%) Jupyter
11 1 (0.39%) Confluence
11 1 (0.39%) IBM Notes
11 1 (0.39%) IIS
Applications
1 10 (3.88%) GNU Octave
2 4 (1.55%) Chatbot
3 2 (0.78%) Microsoft Excel
3 2 (0.78%) Microsoft PowerPoint
3 2 (0.78%) MS Visio
3 2 (0.78%) SPSS
3 2 (0.78%) Weka
4 1 (0.39%) Microsoft Office
Cloud Services
1 118 (45.74%) Amazon AWS
2 54 (20.93%) Microsoft Azure
3 40 (15.50%) Amazon EMR
4 25 (9.69%) Amazon S3
5 21 (8.14%) Amazon EC2
6 20 (7.75%) AWS Lambda
6 20 (7.75%) Serverless
7 16 (6.20%) Amazon Kinesis
8 12 (4.65%) Google Cloud Platform
9 8 (3.10%) Cortana Intelligence Suite
9 8 (3.10%) GitHub
10 6 (2.33%) Amazon ElastiCache
10 6 (2.33%) Amazon ELB
10 6 (2.33%) Cloud Computing
11 4 (1.55%) Azure Data Factory
11 4 (1.55%) Google Analytics
12 3 (1.16%) Amazon CloudWatch
12 3 (1.16%) Amazon SageMaker
12 3 (1.16%) AWS CloudFormation
13 2 (0.78%) AWS CodePipeline
Communications & Networking
1 51 (19.77%) Firewall
2 50 (19.38%) TCP/IP
3 48 (18.60%) SSL
4 42 (16.28%) HTTP
5 12 (4.65%) Kerberos
6 7 (2.71%) DNS
7 1 (0.39%) Internet
7 1 (0.39%) VLAN
7 1 (0.39%) VPN
Database & Business Intelligence
1 236 (91.47%) Apache Hive
2 233 (90.31%) Big Data
3 232 (89.92%) Hadoop
4 75 (29.07%) Amazon Redshift
5 73 (28.29%) NoSQL
6 67 (25.97%) Impala
7 66 (25.58%) SQL Server
8 65 (25.19%) HBase
9 64 (24.81%) MySQL
10 60 (23.26%) Apache Cassandra
11 50 (19.38%) Sqoop
12 46 (17.83%) MongoDB
13 31 (12.02%) Data Warehouse
14 27 (10.47%) Data Lake
14 27 (10.47%) Relational Database
15 26 (10.08%) CouchDB
15 26 (10.08%) Flink
16 24 (9.30%) Couchbase
17 23 (8.91%) Power BI
18 17 (6.59%) Presto
Development Applications
1 66 (25.58%) Git (software)
2 51 (19.77%) JIRA
3 45 (17.44%) Bitbucket
3 45 (17.44%) Selenium
4 44 (17.05%) Atlassian Bamboo
5 42 (16.28%) CodeSonar
5 42 (16.28%) git-flow
5 42 (16.28%) Robot Framework
6 16 (6.20%) Jenkins
7 13 (5.04%) Visual Studio
8 11 (4.26%) Subversion
9 7 (2.71%) Maven
10 5 (1.94%) JUnit
10 5 (1.94%) TestNG
11 4 (1.55%) Mockito
11 4 (1.55%) Visual Studio Team System
12 3 (1.16%) Cucumber
12 3 (1.16%) TeamCity
13 2 (0.78%) Gradle
13 2 (0.78%) SoapUI
General
1 22 (8.53%) Finance
2 16 (6.20%) Retail
3 13 (5.04%) Games
3 13 (5.04%) Marketing
4 12 (4.65%) Banking
5 3 (1.16%) Automotive
5 3 (1.16%) Telecoms
6 2 (0.78%) Financial Institution
6 2 (0.78%) Investment Banking
7 1 (0.39%) Law
7 1 (0.39%) Legal
7 1 (0.39%) Manufacturing
Job Titles
1 78 (30.23%) Data Engineer
2 55 (21.32%) Big Data Engineer
3 44 (17.05%) Software Engineer
4 37 (14.34%) C++ Software Engineer
4 37 (14.34%) Java Engineer
4 37 (14.34%) Java Software Engineer
5 35 (13.57%) Developer
6 32 (12.40%) C# Software Engineer
7 31 (12.02%) Data Scientist
8 28 (10.85%) Architect
9 21 (8.14%) Senior Data Engineer
10 19 (7.36%) AWS Engineer
10 19 (7.36%) Consultant
11 18 (6.98%) Data Architect
12 15 (5.81%) Data Consultant
12 15 (5.81%) Java Developer
13 14 (5.43%) Big Data Architect
13 14 (5.43%) Big Data Developer
13 14 (5.43%) Senior Data Scientist
14 12 (4.65%) AWS Consultant
Libraries, Frameworks & Software Standards
1 90 (34.88%) Kafka
2 60 (23.26%) REST
3 55 (21.32%) .NET
4 53 (20.54%) Java EE
4 53 (20.54%) Node.js
5 52 (20.16%) Django
6 48 (18.60%) SOAP
7 47 (18.22%) LAMP
7 47 (18.22%) RabbitMQ
8 44 (17.05%) Spring MVC
9 43 (16.67%) .NET Framework
10 42 (16.28%) ASP.NET
10 42 (16.28%) STL
11 24 (9.30%) Pandas
12 21 (8.14%) Web Services
13 18 (6.98%) NumPy
14 16 (6.20%) CSS
14 16 (6.20%) HTML
15 13 (5.04%) HTML5
16 12 (4.65%) LDAP
Miscellaneous
1 42 (16.28%) Computer Science
2 35 (13.57%) Algorithms
3 14 (5.43%) Fintech
4 9 (3.49%) Analytical Skills
5 7 (2.71%) Clustering
5 7 (2.71%) Data Structures
6 6 (2.33%) Digital Media
6 6 (2.33%) Greenfield Project
7 5 (1.94%) Public Cloud
8 4 (1.55%) Analytical Mindset
8 4 (1.55%) FMCG
8 4 (1.55%) Taxonomies
8 4 (1.55%) Virtual Team
9 3 (1.16%) Enterprise Cloud
9 3 (1.16%) Marketing Technology
10 2 (0.78%) Cybercrime
10 2 (0.78%) Enterprise Software
10 2 (0.78%) Linux Command Line
10 2 (0.78%) Video\Live Streaming
11 1 (0.39%) Fixed Income
Operating Systems
1 79 (30.62%) Linux
2 45 (17.44%) Android
2 45 (17.44%) Apple iOS
3 44 (17.05%) Windows
4 42 (16.28%) Mac OS X
5 15 (5.81%) Unix
6 7 (2.71%) CentOS
6 7 (2.71%) Ubuntu
6 7 (2.71%) VMS
7 1 (0.39%) Red Hat Enterprise Linux
Processes & Methodologies
1 119 (46.12%) Analytics
2 97 (37.60%) Agile Software Development
3 88 (34.11%) Data Science
4 87 (33.72%) Scrum
5 79 (30.62%) MapReduce
6 69 (26.74%) ETL
7 67 (25.97%) Kanban
8 53 (20.54%) Software Engineering
9 50 (19.38%) Artificial Intelligence
10 49 (18.99%) Test Automation
11 48 (18.60%) Machine Learning
12 47 (18.22%) Cybersecurity
13 44 (17.05%) Ethical Hacking
13 44 (17.05%) Multithreading
13 44 (17.05%) Penetration Testing
13 44 (17.05%) Reverse Engineering
14 42 (16.28%) API Design
14 42 (16.28%) User Stories
15 38 (14.73%) Mathematics
16 35 (13.57%) Data Modelling
Programming Languages
1 171 (66.28%) Python
2 152 (58.91%) Java
3 114 (44.19%) SQL
4 77 (29.84%) Scala
5 75 (29.07%) C#
6 72 (27.91%) C++
7 71 (27.52%) JavaScript
8 57 (22.09%) C
9 56 (21.71%) R
10 51 (19.77%) Bash Shell
11 50 (19.38%) PHP
12 43 (16.67%) PowerShell
13 42 (16.28%) Objective-C
14 11 (4.26%) Ruby
15 10 (3.88%) Perl
16 5 (1.94%) Go
16 5 (1.94%) T-SQL
17 4 (1.55%) PL/SQL
18 2 (0.78%) MATLAB
18 2 (0.78%) ML
Qualifications
1 51 (19.77%) Security Cleared
2 44 (17.05%) CCNA
2 44 (17.05%) Cisco Certification
2 44 (17.05%) CISSP
2 44 (17.05%) GIAC
2 44 (17.05%) Linux+ Certification
2 44 (17.05%) MCSE
2 44 (17.05%) Microsoft Certification
2 44 (17.05%) Network+ Certification
2 44 (17.05%) SANS
2 44 (17.05%) SSCP
3 42 (16.28%) CompTIA Security+
4 41 (15.89%) DV Cleared
5 34 (13.18%) Degree
6 29 (11.24%) PhD
7 9 (3.49%) Computer Science Degree
8 6 (2.33%) SC Cleared
9 5 (1.94%) Numerate Degree
10 4 (1.55%) Master's Degree
11 3 (1.16%) AWS Certification
Quality Assurance & Compliance
1 6 (2.33%) Data Quality
2 4 (1.55%) QA
3 1 (0.39%) ISO 9001
System Software
1 67 (25.97%) Docker
2 64 (24.81%) Apache Flume
3 53 (20.54%) HDFS
4 42 (16.28%) vSphere
5 20 (7.75%) Apache ZooKeeper
6 6 (2.33%) Active Directory
6 6 (2.33%) Virtual Machines
7 1 (0.39%) VMware Infrastructure
Systems Management
1 81 (31.40%) Oozie
2 66 (25.58%) Puppet
3 42 (16.28%) Salt
4 35 (13.57%) Hadoop YARN
5 15 (5.81%) Opscode Chef
6 14 (5.43%) Terraform
7 10 (3.88%) Ambari
8 9 (3.49%) Ansible
9 6 (2.33%) Xymon
9 6 (2.33%) ZABBIX
10 5 (1.94%) Kibana
11 4 (1.55%) Kubernetes
12 2 (0.78%) Grafana
12 2 (0.78%) Prometheus
12 2 (0.78%) Sysdig
13 1 (0.39%) CA Endevor
13 1 (0.39%) Consul
13 1 (0.39%) Packer
13 1 (0.39%) SCOrch
Vendors
1 64 (24.81%) Microsoft
2 44 (17.05%) Cloudera
3 37 (14.34%) MapR
4 36 (13.95%) Hortonworks
5 30 (11.63%) Oracle
6 28 (10.85%) Databricks
7 23 (8.91%) Tableau
8 19 (7.36%) Talend
9 11 (4.26%) Google
10 7 (2.71%) Atlassian
10 7 (2.71%) Red Hat
11 6 (2.33%) SAP
12 5 (1.94%) Alteryx
13 4 (1.55%) Datameer
13 4 (1.55%) Salesforce.com
13 4 (1.55%) Splunk
14 3 (1.16%) Informatica
15 2 (0.78%) Platfora
16 1 (0.39%) Twitter
16 1 (0.39%) Vertica