Period
to 17 February 2019

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 17 February 2019 with a comparison to the same period in the previous 2 years.

Apache Pig
UK
6 months to
17 Feb 2019
Same period 2018 Same period 2017
Rank 858 936 742
Rank change year-on-year +78 -194 +74
Permanent jobs citing Apache Pig 250 246 493
As % of all permanent IT jobs advertised in the UK 0.17% 0.14% 0.28%
As % of the Application Platforms category 1.06% 0.83% 1.57%
Number of salaries quoted 178 184 369
UK median annual salary £82,500 £66,250 £57,500
Median salary % change year-on-year +24.53% +15.22% -14.81%
10th Percentile £45,000 £37,500 £33,500
90th Percentile £107,500 £112,500 £88,000
UK excluding London median annual salary £50,000 £50,000 £50,000

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 23,660 29,694 31,353
As % of all permanent IT jobs advertised in the UK 15.82% 16.95% 17.85%
Number of salaries quoted 18,850 24,499 26,243
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £28,125 £27,500 £26,750
90th Percentile £85,000 £77,500 £75,000
UK excluding London median annual salary £42,500 £41,000 £40,000
% change year-on-year +3.66% +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 17 February 2019.

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 17 February 2019. 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 +93 241 £81,250 +20.37% 33
London +122 186 £85,000 -0.58% 26
UK excluding London +6 59 £50,000 - 7
South West +5 26 £50,000 - 1
East of England +28 10 £75,000 - 1
South East +6 9 £50,000 - 2
North of England +42 6 £42,500 -29.17% 3
Scotland - 5 £65,000 -
North West +32 4 £41,250 -31.25% 3
Midlands +54 3 - -
East Midlands - 3 - -
Yorkshire +55 2 £47,500 -

For the 6 months to 17 February 2019, 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.

1 235 (94.00%) Apache Spark
2 234 (93.60%) Hadoop
3 220 (88.00%) Big Data
4 202 (80.80%) Python
5 195 (78.00%) Apache Hive
6 175 (70.00%) Amazon AWS
7 168 (67.20%) Java
8 162 (64.80%) Scala
9 156 (62.40%) Kafka
10 147 (58.80%) HBase
11 139 (55.60%) NoSQL
12 134 (53.60%) Cloudera
13 123 (49.20%) Data Science
14 121 (48.40%) Oozie
15 116 (46.40%) Apache Cassandra
16 112 (44.80%) Agile Software Development
17 109 (43.60%) Machine Learning
18 103 (41.20%) MapReduce
19 96 (38.40%) Elasticsearch
20 95 (38.00%) Apache Flume
21 92 (36.80%) Impala
21 92 (36.80%) Hadoop YARN
22 88 (35.20%) Analytics
23 87 (34.80%) Scrum
24 82 (32.80%) Hortonworks
25 81 (32.40%) Amazon Redshift
25 81 (32.40%) Databricks
25 81 (32.40%) Kanban
26 78 (31.20%) CouchDB
27 77 (30.80%) Couchbase

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
1 235 (94.00%) Apache Spark
2 96 (38.40%) Elasticsearch
3 52 (20.80%) Apache Solr
4 48 (19.20%) Apache
5 15 (6.00%) SAS
6 5 (2.00%) Apache Geronimo
6 5 (2.00%) GlassFish
6 5 (2.00%) JBoss
6 5 (2.00%) Tomcat
6 5 (2.00%) WebSphere
7 3 (1.20%) Cloud Foundry
7 3 (1.20%) Jupyter
8 2 (0.80%) Apache Airflow
9 1 (0.40%) Confluence
9 1 (0.40%) IBM Notes
Applications
1 7 (2.80%) SPSS
2 6 (2.40%) Weka
3 3 (1.20%) Microsoft Excel
3 3 (1.20%) Microsoft PowerPoint
3 3 (1.20%) MS Visio
4 2 (0.80%) GNU Octave
4 2 (0.80%) S-PLUS
4 2 (0.80%) Stata
Cloud Services
1 175 (70.00%) Amazon AWS
2 75 (30.00%) Microsoft Azure
3 68 (27.20%) Google Cloud Platform
4 11 (4.40%) Amazon EMR
5 8 (3.20%) Amazon EC2
5 8 (3.20%) Azure Data Factory
6 6 (2.40%) Amazon Kinesis
6 6 (2.40%) Amazon SageMaker
6 6 (2.40%) Cortana Intelligence Suite
6 6 (2.40%) GitHub
7 5 (2.00%) Cloud Computing
8 4 (1.60%) Amazon SQS
8 4 (1.60%) AWS Lambda
8 4 (1.60%) Google Analytics
8 4 (1.60%) PaaS
8 4 (1.60%) Serverless
9 3 (1.20%) Amazon CloudWatch
9 3 (1.20%) Amazon S3
9 3 (1.20%) SaaS
10 2 (0.80%) Boomi
Communications & Networking
1 15 (6.00%) Firewall
1 15 (6.00%) Internet
2 13 (5.20%) SSL
2 13 (5.20%) TCP/IP
3 12 (4.80%) HTTP
4 7 (2.80%) MQTT
5 5 (2.00%) DNS
5 5 (2.00%) Kerberos
Database & Business Intelligence
1 234 (93.60%) Hadoop
2 220 (88.00%) Big Data
3 195 (78.00%) Apache Hive
4 147 (58.80%) HBase
5 139 (55.60%) NoSQL
6 116 (46.40%) Apache Cassandra
7 92 (36.80%) Impala
8 81 (32.40%) Amazon Redshift
9 78 (31.20%) CouchDB
10 77 (30.80%) Couchbase
11 74 (29.60%) Flink
12 73 (29.20%) MongoDB
13 57 (22.80%) Sqoop
14 34 (13.60%) SQL Server
15 33 (13.20%) Relational Database
16 31 (12.40%) MySQL
17 28 (11.20%) RDBMS
18 24 (9.60%) Data Lake
19 23 (9.20%) Data Warehouse
20 19 (7.60%) QlikView
Development Applications
1 46 (18.40%) Git (software)
2 26 (10.40%) Maven
3 24 (9.60%) Ant
3 24 (9.60%) Gradle
4 14 (5.60%) Eclipse
4 14 (5.60%) JIRA
5 10 (4.00%) IntelliJ
5 10 (4.00%) NetBeans
6 8 (3.20%) Atlassian Bamboo
6 8 (3.20%) Bitbucket
6 8 (3.20%) CodeSonar
6 8 (3.20%) git-flow
6 8 (3.20%) Robot Framework
6 8 (3.20%) Selenium
7 6 (2.40%) Jenkins
8 5 (2.00%) Visual Studio
9 4 (1.60%) Subversion
9 4 (1.60%) Team Foundation Server
10 2 (0.80%) ER Studio
10 2 (0.80%) ERwin
General
1 76 (30.40%) Military
2 74 (29.60%) Law
3 24 (9.60%) Finance
4 21 (8.40%) Games
5 11 (4.40%) Banking
5 11 (4.40%) Retail
6 2 (0.80%) Manufacturing
6 2 (0.80%) Marketing
6 2 (0.80%) Private Banking
6 2 (0.80%) Retail Banking
Job Titles
1 139 (55.60%) Data Engineer
2 119 (47.60%) Big Data Engineer
3 39 (15.60%) Hadoop Engineer
4 30 (12.00%) Developer
5 29 (11.60%) Senior Data Engineer
6 23 (9.20%) Architect
7 22 (8.80%) Data Architect
8 21 (8.40%) Python Engineer
9 19 (7.60%) Data Scientist
10 18 (7.20%) Big Data Architect
11 16 (6.40%) Games Engineer
12 15 (6.00%) Java Developer
13 14 (5.60%) Senior Developer
14 10 (4.00%) Senior Hadoop Engineer
14 10 (4.00%) Senior Java Developer
15 9 (3.60%) AWS Engineer
15 9 (3.60%) Big Data Developer
16 8 (3.20%) AWS DevOps
16 8 (3.20%) Linux/Unix DevOps
16 8 (3.20%) Software Engineer
Libraries, Frameworks & Software Standards
1 156 (62.40%) Kafka
2 45 (18.00%) Apache NiFi
3 29 (11.60%) Web Services
4 27 (10.80%) .NET
5 25 (10.00%) Spark Streaming
6 24 (9.60%) Node.js
7 23 (9.20%) SOAP
8 22 (8.80%) REST
9 20 (8.00%) PySpark
9 20 (8.00%) RabbitMQ
10 16 (6.40%) Hibernate
10 16 (6.40%) Spring
11 15 (6.00%) JPA
12 14 (5.60%) Java EE
13 13 (5.20%) NumPy
13 13 (5.20%) scikit-learn
13 13 (5.20%) Spring MVC
14 12 (4.80%) Pandas
15 11 (4.40%) CSS
15 11 (4.40%) HTML
Miscellaneous
1 30 (12.00%) Analytical Skills
2 22 (8.80%) Algorithms
3 13 (5.20%) Data Structures
3 13 (5.20%) Management Information System
4 10 (4.00%) Fintech
5 8 (3.20%) Social Media
5 8 (3.20%) Virtual Team
6 5 (2.00%) Public Cloud
7 3 (1.20%) Data Centre
8 2 (0.80%) Cloud Native
8 2 (0.80%) Linked Data
8 2 (0.80%) Linux Command Line
8 2 (0.80%) PMI
8 2 (0.80%) User Experience
9 1 (0.40%) Digital Media
9 1 (0.40%) Enterprise Software
9 1 (0.40%) FMCG
9 1 (0.40%) PKI
9 1 (0.40%) Robotics
9 1 (0.40%) Wiki
Operating Systems
1 46 (18.40%) Linux
2 32 (12.80%) Unix
3 12 (4.80%) Windows
4 10 (4.00%) Mac OS X
5 8 (3.20%) Android
5 8 (3.20%) Apple iOS
6 5 (2.00%) VMS
7 3 (1.20%) CentOS
7 3 (1.20%) Ubuntu
Processes & Methodologies
1 123 (49.20%) Data Science
2 112 (44.80%) Agile Software Development
3 109 (43.60%) Machine Learning
4 103 (41.20%) MapReduce
5 88 (35.20%) Analytics
6 87 (34.80%) Scrum
7 81 (32.40%) Kanban
8 65 (26.00%) Data Modelling
9 55 (22.00%) DevOps
10 51 (20.40%) Artificial Intelligence
11 39 (15.60%) ETL
12 34 (13.60%) Data Analytics
12 34 (13.60%) Data Engineering
13 28 (11.20%) Continuous Integration
14 27 (10.80%) Open Source
15 26 (10.40%) Mathematics
15 26 (10.40%) Software Engineering
16 24 (9.60%) Computer Science
17 23 (9.20%) Business Intelligence
18 21 (8.40%) Functional Programming
Programming Languages
1 202 (80.80%) Python
2 168 (67.20%) Java
3 162 (64.80%) Scala
4 76 (30.40%) SQL
5 32 (12.80%) JavaScript
6 29 (11.60%) C#
7 26 (10.40%) R
8 23 (9.20%) Perl
9 20 (8.00%) PL/SQL
10 19 (7.60%) C
10 19 (7.60%) Groovy
11 18 (7.20%) C++
12 16 (6.40%) PHP
12 16 (6.40%) T-SQL
13 11 (4.40%) MATLAB
14 10 (4.00%) Bash Shell
14 10 (4.00%) PowerShell
15 8 (3.20%) Objective-C
16 7 (2.80%) Ruby
17 4 (1.60%) Shell Script
Qualifications
1 38 (15.20%) Degree
2 16 (6.40%) Security Cleared
3 14 (5.60%) Computer Science Degree
4 12 (4.80%) PhD
5 8 (3.20%) CCNA
5 8 (3.20%) Cisco Certification
5 8 (3.20%) CISSP
5 8 (3.20%) CompTIA Security+
5 8 (3.20%) DV Cleared
5 8 (3.20%) GIAC
5 8 (3.20%) Linux+ Certification
5 8 (3.20%) MCSE
5 8 (3.20%) Microsoft Certification
5 8 (3.20%) Network+ Certification
5 8 (3.20%) SANS
5 8 (3.20%) SSCP
6 6 (2.40%) SC Cleared
7 2 (0.80%) CEH
7 2 (0.80%) Master's Degree
7 2 (0.80%) TOGAF Certification
Quality Assurance & Compliance
1 7 (2.80%) QA
2 4 (1.60%) Data Quality
3 1 (0.40%) GDPR
System Software
1 95 (38.00%) Apache Flume
2 48 (19.20%) Apache ZooKeeper
2 48 (19.20%) HDFS
3 37 (14.80%) Docker
4 9 (3.60%) Virtual Machines
5 8 (3.20%) vSphere
6 7 (2.80%) Active Directory
7 1 (0.40%) Hyper-V
7 1 (0.40%) VMware Infrastructure
Systems Management
1 121 (48.40%) Oozie
2 92 (36.80%) Hadoop YARN
3 23 (9.20%) Ambari
4 20 (8.00%) Puppet
5 19 (7.60%) Nagios
6 11 (4.40%) Opscode Chef
7 10 (4.00%) Mesos
7 10 (4.00%) Salt
8 6 (2.40%) Kibana
8 6 (2.40%) Terraform
9 4 (1.60%) Kubernetes
9 4 (1.60%) Rundeck
10 2 (0.80%) Ansible
Vendors
1 134 (53.60%) Cloudera
2 82 (32.80%) Hortonworks
3 81 (32.40%) Databricks
4 77 (30.80%) MapR
5 33 (13.20%) Oracle
6 29 (11.60%) Microsoft
7 27 (10.80%) Tableau
8 19 (7.60%) Google
9 18 (7.20%) Talend
10 13 (5.20%) Informatica
11 8 (3.20%) Alteryx
11 8 (3.20%) SAP
12 6 (2.40%) Splunk
13 3 (1.20%) Cognos
13 3 (1.20%) Platfora
13 3 (1.20%) Vertica
14 2 (0.80%) Cisco
14 2 (0.80%) MicroStrategy
14 2 (0.80%) Red Hat
14 2 (0.80%) TIBCO