Period
to 19 November 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 19 November 2018 with a comparison to the same period in the previous 2 years.

Apache Pig
UK
6 months to
19 Nov 2018
Same period 2017 Same period 2016
Rank 897 997 790
Rank change year-on-year +100 -207 +9
Permanent jobs citing Apache Pig 262 208 464
As % of all permanent IT jobs advertised in the UK 0.16% 0.12% 0.25%
As % of the Application Platforms category 1.00% 0.66% 1.34%
Number of salaries quoted 188 162 362
UK median annual salary £70,000 £68,750 £57,000
Median salary % change year-on-year +1.82% +20.61% -18.57%
10th Percentile £37,500 £33,000 £37,050
90th Percentile £104,938 £113,625 £95,000
UK excluding London median annual salary £48,750 £50,000 £50,000
% change year-on-year -2.50% - -

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 26,250 31,322 34,515
As % of all permanent IT jobs advertised in the UK 16.19% 17.56% 18.29%
Number of salaries quoted 21,123 25,307 29,148
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £27,750 £27,000 £26,750
90th Percentile £82,500 £77,500 £75,000
UK excluding London median annual salary £43,500 £40,000 £40,000
% change year-on-year +8.75% - -

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 19 November 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 19 November 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 +98 242 £70,000 - 33
London +89 158 £80,000 -5.88% 19
UK excluding London +42 102 £48,750 -2.50% 14
South West +10 27 £45,000 -10.00% 1
North of England +33 24 £50,000 -23.08% 5
North West +13 20 £48,750 -30.36% 3
South East +5 16 £48,750 -18.75% 5
East of England +33 15 £75,000 -11.76% 2
Scotland +7 14 £55,000 -47.87%
Wales +3 5 £40,000 +14.29%
Yorkshire +28 4 £63,750 +59.38% 2
Midlands +19 1 - - 1
East Midlands - 1 - - 1

For the 6 months to 19 November 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.

1 240 (91.60%) Hadoop
2 235 (89.69%) Big Data
3 229 (87.40%) Apache Hive
4 200 (76.34%) Apache Spark
5 188 (71.76%) Python
6 162 (61.83%) Java
7 143 (54.58%) Amazon AWS
8 124 (47.33%) Kafka
9 115 (43.89%) NoSQL
10 109 (41.60%) Analytics
11 107 (40.84%) Scala
12 103 (39.31%) Data Science
13 102 (38.93%) SQL
13 102 (38.93%) Agile Software Development
14 101 (38.55%) Oozie
15 94 (35.88%) HBase
16 93 (35.50%) Scrum
17 88 (33.59%) MapReduce
18 87 (33.21%) Apache Cassandra
19 84 (32.06%) Apache Flume
19 84 (32.06%) Amazon Redshift
20 81 (30.92%) Cloudera
20 81 (30.92%) Kanban
21 77 (29.39%) Impala
22 75 (28.63%) Linux
23 73 (27.86%) Machine Learning
24 70 (26.72%) Git (software)
25 68 (25.95%) SQL Server
26 65 (24.81%) JavaScript
27 64 (24.43%) C#

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
1 200 (76.34%) Apache Spark
2 61 (23.28%) Elasticsearch
3 45 (17.18%) Apache
4 30 (11.45%) Apache Solr
5 16 (6.11%) SAS
6 8 (3.05%) Tomcat
7 6 (2.29%) WildFly
8 3 (1.15%) WebSphere
9 2 (0.76%) Apache Geronimo
9 2 (0.76%) GlassFish
9 2 (0.76%) JBoss
10 1 (0.38%) Apache Airflow
10 1 (0.38%) Confluence
10 1 (0.38%) IBM Notes
10 1 (0.38%) IIS
10 1 (0.38%) Jupyter
Applications
1 4 (1.53%) GNU Octave
1 4 (1.53%) SPSS
2 3 (1.15%) Chatbot
3 2 (0.76%) Microsoft Excel
3 2 (0.76%) Microsoft PowerPoint
3 2 (0.76%) MS Visio
3 2 (0.76%) Weka
4 1 (0.38%) Microsoft Office
Cloud Services
1 143 (54.58%) Amazon AWS
2 57 (21.76%) Microsoft Azure
3 31 (11.83%) Amazon EMR
4 25 (9.54%) Google Cloud Platform
5 24 (9.16%) Amazon EC2
6 22 (8.40%) Amazon S3
7 19 (7.25%) AWS Lambda
7 19 (7.25%) Serverless
8 9 (3.44%) Amazon Kinesis
8 9 (3.44%) Cloud Computing
9 7 (2.67%) Cortana Intelligence Suite
10 6 (2.29%) Amazon ElastiCache
10 6 (2.29%) Amazon ELB
10 6 (2.29%) Azure Data Factory
10 6 (2.29%) GitHub
11 5 (1.91%) Amazon SageMaker
12 4 (1.53%) Google Analytics
13 3 (1.15%) Amazon CloudWatch
13 3 (1.15%) AWS CloudFormation
14 2 (0.76%) Virtual Private Cloud
Communications & Networking
1 43 (16.41%) Firewall
2 42 (16.03%) TCP/IP
3 41 (15.65%) SSL
4 39 (14.89%) HTTP
5 12 (4.58%) Kerberos
6 7 (2.67%) DNS
7 5 (1.91%) Internet
8 1 (0.38%) MQTT
8 1 (0.38%) VLAN
8 1 (0.38%) VPN
Database & Business Intelligence
1 240 (91.60%) Hadoop
2 235 (89.69%) Big Data
3 229 (87.40%) Apache Hive
4 115 (43.89%) NoSQL
5 94 (35.88%) HBase
6 87 (33.21%) Apache Cassandra
7 84 (32.06%) Amazon Redshift
8 77 (29.39%) Impala
9 68 (25.95%) SQL Server
10 63 (24.05%) MySQL
11 52 (19.85%) MongoDB
12 49 (18.70%) Couchbase
13 47 (17.94%) CouchDB
14 46 (17.56%) Flink
14 46 (17.56%) Sqoop
15 35 (13.36%) Data Lake
15 35 (13.36%) Relational Database
16 33 (12.60%) Data Warehouse
17 19 (7.25%) QlikView
17 19 (7.25%) RDBMS
Development Applications
1 70 (26.72%) Git (software)
2 42 (16.03%) JIRA
3 37 (14.12%) Atlassian Bamboo
3 37 (14.12%) Bitbucket
3 37 (14.12%) Selenium
4 35 (13.36%) CodeSonar
4 35 (13.36%) git-flow
4 35 (13.36%) Robot Framework
5 18 (6.87%) Jenkins
6 11 (4.20%) Maven
6 11 (4.20%) Subversion
6 11 (4.20%) Visual Studio
7 7 (2.67%) Ant
7 7 (2.67%) Eclipse
7 7 (2.67%) Gradle
8 4 (1.53%) JUnit
8 4 (1.53%) Mockito
8 4 (1.53%) Team Foundation Server
8 4 (1.53%) TestNG
8 4 (1.53%) Visual Studio Team System
General
1 27 (10.31%) Finance
2 22 (8.40%) Military
3 21 (8.02%) Games
3 21 (8.02%) Law
4 17 (6.49%) Retail
5 11 (4.20%) Banking
5 11 (4.20%) Marketing
6 2 (0.76%) Automotive
6 2 (0.76%) Investment Banking
6 2 (0.76%) Telecoms
7 1 (0.38%) Financial Institution
7 1 (0.38%) Legal
7 1 (0.38%) Manufacturing
Job Titles
1 98 (37.40%) Data Engineer
2 78 (29.77%) Big Data Engineer
3 39 (14.89%) Developer
4 36 (13.74%) Software Engineer
5 31 (11.83%) Java Engineer
6 30 (11.45%) C++ Software Engineer
6 30 (11.45%) Data Scientist
6 30 (11.45%) Java Software Engineer
7 24 (9.16%) C# Software Engineer
8 22 (8.40%) Senior Data Engineer
9 21 (8.02%) Architect
10 19 (7.25%) Big Data Developer
11 16 (6.11%) Hadoop Engineer
12 15 (5.73%) Consultant
12 15 (5.73%) Games Engineer
13 14 (5.34%) Senior Data Scientist
14 13 (4.96%) Data Consultant
14 13 (4.96%) Java Developer
15 12 (4.58%) AWS Engineer
16 11 (4.20%) Data Architect
Libraries, Frameworks & Software Standards
1 124 (47.33%) Kafka
2 52 (19.85%) .NET
2 52 (19.85%) REST
3 48 (18.32%) Node.js
4 44 (16.79%) RabbitMQ
4 44 (16.79%) SOAP
5 41 (15.65%) Django
5 41 (15.65%) Java EE
6 40 (15.27%) LAMP
7 37 (14.12%) Spring MVC
8 36 (13.74%) .NET Framework
9 35 (13.36%) ASP.NET
9 35 (13.36%) STL
10 30 (11.45%) Web Services
11 16 (6.11%) CSS
11 16 (6.11%) HTML
12 14 (5.34%) Spark Streaming
13 13 (4.96%) HTML5
13 13 (4.96%) JSON
14 12 (4.58%) LDAP
Miscellaneous
1 40 (15.27%) Algorithms
2 34 (12.98%) Computer Science
3 22 (8.40%) Analytical Skills
4 14 (5.34%) Fintech
5 13 (4.96%) Data Structures
6 6 (2.29%) Digital Media
6 6 (2.29%) Greenfield Project
7 5 (1.91%) Public Cloud
8 4 (1.53%) FMCG
8 4 (1.53%) Virtual Team
9 3 (1.15%) Analytical Mindset
9 3 (1.15%) Enterprise Cloud
9 3 (1.15%) Management Information System
9 3 (1.15%) Social Media
10 2 (0.76%) Enterprise Software
10 2 (0.76%) Linux Command Line
10 2 (0.76%) Marketing Technology
11 1 (0.38%) Cloud Native
11 1 (0.38%) Hybrid Cloud
11 1 (0.38%) Self-Motivation
Operating Systems
1 75 (28.63%) Linux
2 40 (15.27%) Windows
3 37 (14.12%) Android
3 37 (14.12%) Apple iOS
4 35 (13.36%) Mac OS X
5 23 (8.78%) Unix
6 7 (2.67%) CentOS
6 7 (2.67%) Ubuntu
6 7 (2.67%) VMS
7 1 (0.38%) Red Hat Enterprise Linux
Processes & Methodologies
1 109 (41.60%) Analytics
2 103 (39.31%) Data Science
3 102 (38.93%) Agile Software Development
4 93 (35.50%) Scrum
5 88 (33.59%) MapReduce
6 81 (30.92%) Kanban
7 73 (27.86%) Machine Learning
8 58 (22.14%) ETL
9 51 (19.47%) Artificial Intelligence
10 50 (19.08%) Data Modelling
11 43 (16.41%) Software Engineering
12 42 (16.03%) Test Automation
13 37 (14.12%) Cybersecurity
14 36 (13.74%) Ethical Hacking
14 36 (13.74%) Multithreading
14 36 (13.74%) Penetration Testing
14 36 (13.74%) Reverse Engineering
14 36 (13.74%) Systems Engineering
15 35 (13.36%) API Design
15 35 (13.36%) User Stories
Programming Languages
1 188 (71.76%) Python
2 162 (61.83%) Java
3 107 (40.84%) Scala
4 102 (38.93%) SQL
5 65 (24.81%) JavaScript
6 64 (24.43%) C#
7 54 (20.61%) C++
8 48 (18.32%) C
8 48 (18.32%) R
9 44 (16.79%) PHP
10 41 (15.65%) Bash Shell
11 36 (13.74%) PowerShell
12 35 (13.36%) Objective-C
13 9 (3.44%) Perl
13 9 (3.44%) Ruby
14 8 (3.05%) T-SQL
15 7 (2.67%) PL/SQL
16 5 (1.91%) Groovy
16 5 (1.91%) MATLAB
16 5 (1.91%) Shell Script
Qualifications
1 45 (17.18%) Security Cleared
2 38 (14.50%) Degree
3 36 (13.74%) CCNA
3 36 (13.74%) Cisco Certification
3 36 (13.74%) CISSP
3 36 (13.74%) GIAC
3 36 (13.74%) Linux+ Certification
3 36 (13.74%) MCSE
3 36 (13.74%) Microsoft Certification
3 36 (13.74%) Network+ Certification
3 36 (13.74%) SANS
3 36 (13.74%) SSCP
4 35 (13.36%) CompTIA Security+
4 35 (13.36%) DV Cleared
5 18 (6.87%) PhD
6 9 (3.44%) Computer Science Degree
7 7 (2.67%) SC Cleared
8 5 (1.91%) Master's Degree
9 2 (0.76%) AWS Certification
9 2 (0.76%) Numerate Degree
Quality Assurance & Compliance
1 7 (2.67%) QA
2 5 (1.91%) Data Quality
3 1 (0.38%) ISO 9001
System Software
1 84 (32.06%) Apache Flume
2 61 (23.28%) Docker
3 54 (20.61%) HDFS
4 35 (13.36%) vSphere
5 26 (9.92%) Apache ZooKeeper
6 10 (3.82%) Virtual Machines
7 6 (2.29%) Active Directory
8 1 (0.38%) VMware Infrastructure
Systems Management
1 101 (38.55%) Oozie
2 58 (22.14%) Hadoop YARN
3 57 (21.76%) Puppet
4 35 (13.36%) Salt
5 13 (4.96%) Ambari
6 12 (4.58%) Opscode Chef
6 12 (4.58%) Terraform
7 9 (3.44%) Ansible
8 8 (3.05%) Kubernetes
9 6 (2.29%) Kibana
9 6 (2.29%) Mesos
9 6 (2.29%) Xymon
9 6 (2.29%) ZABBIX
10 5 (1.91%) Nagios
11 4 (1.53%) Rundeck
12 2 (0.76%) Grafana
12 2 (0.76%) Prometheus
12 2 (0.76%) Sysdig
13 1 (0.38%) Consul
13 1 (0.38%) Packer
Vendors
1 81 (30.92%) Cloudera
2 63 (24.05%) Hortonworks
3 60 (22.90%) MapR
4 58 (22.14%) Microsoft
5 51 (19.47%) Databricks
6 35 (13.36%) Oracle
7 23 (8.78%) Tableau
8 21 (8.02%) Talend
9 13 (4.96%) Google
10 8 (3.05%) SAP
11 7 (2.67%) Red Hat
11 7 (2.67%) Splunk
12 5 (1.91%) Alteryx
13 3 (1.15%) Datameer
13 3 (1.15%) Informatica
13 3 (1.15%) MicroStrategy
13 3 (1.15%) Salesforce.com
14 2 (0.76%) Cognos
14 2 (0.76%) GigaSpaces
14 2 (0.76%) RapidMiner