Period
to 26 May 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 26 May 2018 with a comparison to the same period in the previous 2 years.

Apache Pig
UK
6 months to
26 May 2018
Same period 2017 Same period 2016
Rank 923 812 803
Rank change year-on-year -111 -9 +104
Permanent jobs citing Apache Pig 257 360 514
As % of all permanent IT jobs advertised in the UK 0.15% 0.21% 0.26%
As % of the Application Platforms category 0.88% 1.18% 1.36%
Number of salaries quoted 201 267 343
UK median annual salary £60,000 £65,000 £65,000
Median salary % change year-on-year -7.69% - -3.70%
10th Percentile £37,500 £37,750 £40,000
90th Percentile £100,001 £101,750 £96,250
UK excluding London median annual salary £50,000 £52,500 £57,500
% change year-on-year -4.76% -8.70% +12.20%

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 29,213 30,448 37,820
As % of all permanent IT jobs advertised in the UK 16.81% 17.84% 18.84%
Number of salaries quoted 23,673 25,169 31,879
UK median annual salary £50,000 £46,000 £45,000
Median salary % change year-on-year +8.70% +2.22% -
10th Percentile £27,961 £26,750 £26,250
90th Percentile £80,000 £75,000 £72,500
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 26 May 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 26 May 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 -108 243 £62,500 -3.85% 31
UK excluding London -60 131 £50,000 -4.76% 21
London -72 125 £80,000 +14.29% 13
South West -21 39 £50,000 +6.38% 3
South East -9 31 £50,000 -27.27% 5
North of England -33 25 £50,000 -4.76% 5
East of England -1 21 £75,000 +27.66% 4
North West -36 20 £50,000 -4.76% 3
Scotland -54 7 £52,500 -38.24% 3
Wales +3 6 £47,500 +39.71%
Yorkshire - 5 £65,000 - 2
West Midlands +4 2 £70,000 -
Midlands +2 2 £70,000 -9.68% 1

For the 6 months to 26 May 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.

1 232 (90.27%) Apache Hive
2 230 (89.49%) Big Data
3 224 (87.16%) Hadoop
4 166 (64.59%) Apache Spark
5 164 (63.81%) Java
6 152 (59.14%) Python
7 120 (46.69%) SQL
8 109 (42.41%) Agile Software Development
9 97 (37.74%) Analytics
10 95 (36.96%) MapReduce
11 89 (34.63%) MongoDB
12 83 (32.30%) Amazon AWS
13 76 (29.57%) Scala
13 76 (29.57%) HBase
13 76 (29.57%) ETL
14 71 (27.63%) Impala
15 68 (26.46%) Scrum
16 66 (25.68%) HDFS
17 65 (25.29%) Apache Cassandra
18 64 (24.90%) Visualisation
18 64 (24.90%) Data Science
19 62 (24.12%) Tableau
19 62 (24.12%) Kafka
19 62 (24.12%) C#
20 61 (23.74%) Software Engineering
21 60 (23.35%) Apache Flume
22 59 (22.96%) NoSQL
23 58 (22.57%) Docker
23 58 (22.57%) Linux
24 57 (22.18%) R

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
1 166 (64.59%) Apache Spark
2 40 (15.56%) Elasticsearch
3 33 (12.84%) SAS
4 31 (12.06%) Apache
5 12 (4.67%) Apache Solr
6 11 (4.28%) Confluence
7 9 (3.50%) SharePoint
8 6 (2.33%) Apache Geronimo
8 6 (2.33%) GlassFish
8 6 (2.33%) JBoss
8 6 (2.33%) Tomcat
8 6 (2.33%) WebSphere
9 4 (1.56%) BizTalk Server
9 4 (1.56%) Oracle SOA Suite
9 4 (1.56%) WebLogic
10 2 (0.78%) Jupyter
Applications
1 14 (5.45%) GNU Octave
2 10 (3.89%) Weka
3 7 (2.72%) SPSS
4 3 (1.17%) Microsoft Excel
5 2 (0.78%) Chatbot
Business Applications
1 4 (1.56%) Dynamics CRM
1 4 (1.56%) Oracle 11i
1 4 (1.56%) Oracle Assets
1 4 (1.56%) Oracle EBS
1 4 (1.56%) Oracle EBS R12
1 4 (1.56%) Oracle General Ledger
1 4 (1.56%) Oracle iProcurement
1 4 (1.56%) Oracle Payables
1 4 (1.56%) Oracle Receivables
Cloud Services
1 83 (32.30%) Amazon AWS
2 49 (19.07%) Microsoft Azure
3 36 (14.01%) Amazon EMR
4 31 (12.06%) GitHub
5 25 (9.73%) Amazon Kinesis
6 16 (6.23%) Google Cloud Platform
7 8 (3.11%) Amazon S3
8 5 (1.95%) SaaS
9 4 (1.56%) AWS Lambda
9 4 (1.56%) Serverless
10 3 (1.17%) Amazon EC2
10 3 (1.17%) Cloud Computing
10 3 (1.17%) Cortana Intelligence Suite
11 2 (0.78%) AWS Data Pipeline
12 1 (0.39%) Amazon SageMaker
12 1 (0.39%) Azure Data Factory
12 1 (0.39%) Azure Machine Learning
12 1 (0.39%) Google Analytics
Communications & Networking
1 23 (8.95%) Firewall
2 22 (8.56%) TCP/IP
3 20 (7.78%) SSL
4 18 (7.00%) HTTP
5 10 (3.89%) Internet
6 5 (1.95%) Network Security
7 2 (0.78%) DNS
7 2 (0.78%) Kerberos
Database & Business Intelligence
1 232 (90.27%) Apache Hive
2 230 (89.49%) Big Data
3 224 (87.16%) Hadoop
4 89 (34.63%) MongoDB
5 76 (29.57%) HBase
6 71 (27.63%) Impala
7 65 (25.29%) Apache Cassandra
8 59 (22.96%) NoSQL
9 50 (19.46%) Sqoop
10 49 (19.07%) Relational Database
11 39 (15.18%) SQL Server
12 37 (14.40%) Amazon Redshift
12 37 (14.40%) MySQL
13 33 (12.84%) Power BI
14 30 (11.67%) Neo4j
15 23 (8.95%) Amazon DynamoDB
15 23 (8.95%) BigQuery
15 23 (8.95%) Presto
16 22 (8.56%) Data Warehouse
16 22 (8.56%) RDBMS
Development Applications
1 53 (20.62%) JIRA
2 32 (12.45%) Git (software)
3 25 (9.73%) Selenium
4 21 (8.17%) Atlassian Bamboo
5 20 (7.78%) Bitbucket
6 19 (7.39%) Jenkins
7 18 (7.00%) CodeSonar
7 18 (7.00%) git-flow
7 18 (7.00%) Robot Framework
8 9 (3.50%) Maven
8 9 (3.50%) Subversion
9 7 (2.72%) Ant
9 7 (2.72%) Team Foundation Server
10 6 (2.33%) Sonatype Nexus
11 4 (1.56%) HP UFT
11 4 (1.56%) SpecFlow
11 4 (1.56%) Visual Studio Team System
12 3 (1.17%) Gradle
12 3 (1.17%) JMeter
12 3 (1.17%) Visual Studio
General
1 35 (13.62%) Finance
2 16 (6.23%) Marketing
2 16 (6.23%) Retail
3 13 (5.06%) Electronics
4 7 (2.72%) Automotive
5 6 (2.33%) Banking
6 5 (1.95%) Financial Institution
7 4 (1.56%) Billing
8 3 (1.17%) Games
9 2 (0.78%) Manufacturing
9 2 (0.78%) Telecoms
10 1 (0.39%) Aerospace
10 1 (0.39%) Pharmaceutical
Job Titles
1 70 (27.24%) Data Engineer
2 49 (19.07%) Big Data Engineer
3 47 (18.29%) Developer
4 35 (13.62%) Hadoop Engineer
5 31 (12.06%) Senior Data Engineer
6 30 (11.67%) Architect
6 30 (11.67%) Data Scientist
6 30 (11.67%) Software Engineer
7 24 (9.34%) Java Developer
8 23 (8.95%) AWS Engineer
9 21 (8.17%) Data Architect
9 21 (8.17%) Senior Hadoop Engineer
10 19 (7.39%) Java Engineer
10 19 (7.39%) Java Software Engineer
11 18 (7.00%) Consultant
12 16 (6.23%) Big Data Architect
12 16 (6.23%) Big Data Developer
13 14 (5.45%) Lead Developer
13 14 (5.45%) Lead Java Developer
14 13 (5.06%) C# Software Engineer
Libraries, Frameworks & Software Standards
1 62 (24.12%) Kafka
2 51 (19.84%) Java EE
3 43 (16.73%) Pandas
4 33 (12.84%) REST
5 32 (12.45%) RabbitMQ
6 29 (11.28%) .NET
7 28 (10.89%) SOAP
8 25 (9.73%) Node.js
8 25 (9.73%) NumPy
9 24 (9.34%) MLlib
9 24 (9.34%) Spring MVC
10 23 (8.95%) Django
11 22 (8.56%) HTML
11 22 (8.56%) Web Services
12 19 (7.39%) LAMP
13 18 (7.00%) .NET Framework
13 18 (7.00%) ASP.NET
13 18 (7.00%) CSS
13 18 (7.00%) STL
14 14 (5.45%) Ajax
Miscellaneous
1 53 (20.62%) Computer Science
2 22 (8.56%) Clustering
3 19 (7.39%) Algorithms
3 19 (7.39%) Analytical Skills
3 19 (7.39%) User Experience
4 12 (4.67%) Fintech
5 10 (3.89%) Data Structures
6 8 (3.11%) Analytical Mindset
6 8 (3.11%) DataPower
7 7 (2.72%) Self-Motivation
7 7 (2.72%) Virtual Team
8 5 (1.95%) Private Cloud
8 5 (1.95%) Public Cloud
9 4 (1.56%) FMCG
9 4 (1.56%) Hybrid Cloud
9 4 (1.56%) Mobile App
10 3 (1.17%) Marketing Technology
10 3 (1.17%) Taxonomies
11 2 (0.78%) e-Learning
11 2 (0.78%) Wiki
Operating Systems
1 58 (22.57%) Linux
2 23 (8.95%) Windows
3 20 (7.78%) Android
3 20 (7.78%) Apple iOS
4 18 (7.00%) Mac OS X
5 8 (3.11%) Unix
6 2 (0.78%) VMS
7 1 (0.39%) Red Hat Enterprise Linux
7 1 (0.39%) Ubuntu
Processes & Methodologies
1 109 (42.41%) Agile Software Development
2 97 (37.74%) Analytics
3 95 (36.96%) MapReduce
4 76 (29.57%) ETL
5 68 (26.46%) Scrum
6 64 (24.90%) Data Science
6 64 (24.90%) Visualisation
7 61 (23.74%) Software Engineering
8 53 (20.62%) Data Visualisation
9 52 (20.23%) Business Intelligence
10 50 (19.46%) Artificial Intelligence
11 49 (19.07%) DevOps
11 49 (19.07%) Open Source
12 46 (17.90%) Mathematics
13 43 (16.73%) Machine Learning
14 38 (14.79%) Data Analytics
15 29 (11.28%) Coaching
15 29 (11.28%) Cybersecurity
16 28 (10.89%) TDD
17 25 (9.73%) Data Engineering
Programming Languages
1 164 (63.81%) Java
2 152 (59.14%) Python
3 120 (46.69%) SQL
4 76 (29.57%) Scala
5 62 (24.12%) C#
6 57 (22.18%) R
7 53 (20.62%) C++
8 42 (16.34%) JavaScript
9 34 (13.23%) C
10 25 (9.73%) Bash Shell
11 24 (9.34%) PHP
12 22 (8.56%) Perl
13 18 (7.00%) Objective-C
14 17 (6.61%) PowerShell
15 16 (6.23%) Ruby
16 14 (5.45%) Groovy
17 10 (3.89%) PL/SQL
18 6 (2.33%) Go
18 6 (2.33%) T-SQL
18 6 (2.33%) VBA
Qualifications
1 43 (16.73%) Degree
2 25 (9.73%) PhD
3 24 (9.34%) Computer Science Degree
4 22 (8.56%) Security Cleared
5 19 (7.39%) CCNA
5 19 (7.39%) Cisco Certification
5 19 (7.39%) CISSP
5 19 (7.39%) GIAC
5 19 (7.39%) Linux+ Certification
5 19 (7.39%) MCSE
5 19 (7.39%) Microsoft Certification
5 19 (7.39%) Network+ Certification
5 19 (7.39%) SANS
5 19 (7.39%) SSCP
6 17 (6.61%) CompTIA Security+
7 16 (6.23%) DV Cleared
8 13 (5.06%) Numerate Degree
9 5 (1.95%) Master's Degree
10 4 (1.56%) ISTQB
10 4 (1.56%) PRINCE2 Certification
Quality Assurance & Compliance
1 9 (3.50%) QA
2 4 (1.56%) GCP
3 3 (1.17%) ISO 9001
4 2 (0.78%) Data Quality
System Software
1 66 (25.68%) HDFS
2 60 (23.35%) Apache Flume
3 58 (22.57%) Docker
4 18 (7.00%) vSphere
5 13 (5.06%) Apache ZooKeeper
6 2 (0.78%) Active Directory
6 2 (0.78%) Virtual Machines
7 1 (0.39%) Cronacle
7 1 (0.39%) Hyper-V
7 1 (0.39%) VMware Infrastructure
Systems Management
1 49 (19.07%) Oozie
2 32 (12.45%) Puppet
3 18 (7.00%) Salt
4 14 (5.45%) Opscode Chef
5 11 (4.28%) Hadoop YARN
6 8 (3.11%) Ansible
7 6 (2.33%) Kibana
8 3 (1.17%) Kubernetes
8 3 (1.17%) Terraform
9 2 (0.78%) Ambari
10 1 (0.39%) Control-M
Vendors
1 62 (24.12%) Tableau
2 39 (15.18%) Oracle
3 37 (14.40%) Cloudera
4 31 (12.06%) Hortonworks
5 24 (9.34%) Atlassian
6 23 (8.95%) Microsoft
7 18 (7.00%) MapR
8 15 (5.84%) Google
9 13 (5.06%) Talend
10 10 (3.89%) SAP
11 8 (3.11%) Informatica
12 6 (2.33%) Alteryx
12 6 (2.33%) TIBCO
13 5 (1.95%) Datameer
13 5 (1.95%) VMware
14 4 (1.56%) Brocade
14 4 (1.56%) Cisco
14 4 (1.56%) Juniper
14 4 (1.56%) Kofax
14 4 (1.56%) Perforce