Period
to 23 May 2018

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Apache Pig skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Apache Pig over the 6 months to 23 May 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Apache Pig
UK > England
6 months to
23 May 2018
Same period 2017 Same period 2016
Rank 644 583 663
Rank change year-on-year -61 +80 +29
Contract jobs citing Apache Pig 195 219 197
As % of all contract IT jobs advertised in England 0.21% 0.26% 0.20%
As % of the Application Platforms category 1.29% 1.52% 1.17%
Number of daily rates quoted 133 153 144
England median daily rate £550 £500 £503
Median daily rate % change year-on-year +10.00% -0.50% -4.29%
10th Percentile £409 £400 £375
90th Percentile £738 £675 £638
UK median daily rate £550 £500 £503
% change year-on-year +10.00% -0.50% +0.50%
Number of hourly rates quoted 0 0 0
England median hourly rate - - -
UK median hourly rate - - -

Apache Pig is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for application platform skills.

All Application Platform Skills
England
Contract vacancies with a requirement for application platform skills 15,108 14,390 16,834
As % of all contract IT jobs advertised in England 16.40% 17.25% 17.33%
Number of daily rates quoted 10,120 9,336 11,092
England median daily rate £455 £430 £415
Median daily rate % change year-on-year +5.81% +3.61% +3.75%
10th Percentile £275 £263 £250
90th Percentile £625 £606 £588
UK median daily rate £450 £425 £413
% change year-on-year +5.88% +3.03% +4.43%
Number of hourly rates quoted 331 316 408
England median hourly rate £19.00 £19.25 £20.00
Median hourly rate % change year-on-year -1.30% -3.75% +5.26%
10th Percentile £11.61 £11.25 £11.00
90th Percentile £51.25 £50.88 £48.75
UK median hourly rate £18.95 £19.00 £20.00
% change year-on-year -0.29% -5.00% +5.26%

Apache Pig
Job Vacancy Trend in England

Job postings citing Apache Pig as a percentage of all IT jobs advertised in England.

Job vacancy trend for Apache Pig in England

Apache Pig
Contractor Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Apache Pig in England.

Contractor daily rate trend for Apache Pig in England

Apache Pig
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Apache Pig in England over the 6 months to 23 May 2018.

Contractor daily rate histogram for Apache Pig in England

Apache Pig
Contractor Hourly Rate Trend in England

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Apache Pig in England.

Contractor hourly rate trend for Apache Pig in England

Apache Pig
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Apache Pig within the England region over the 6 months to 23 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -98 119 £563 +2.27% 16
South East -18 23 £500 +11.11% 5
North of England +3 18 £500 +11.11% 5
South West +12 17 £450 +5.88% 1
Yorkshire -7 13 £425 -10.53% 2
East of England +4 11 £538 -2.27% 4
East Midlands +12 7 £675 +25.58% 1
Midlands -11 7 £675 +25.58% 1
North West -12 5 £625 +78.57% 3
Apache Pig
UK

For the 6 months to 23 May 2018, IT contractor 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 contract job ads across the England region with a requirement for Apache Pig.

1 185 (94.87%) Hadoop
1 185 (94.87%) Apache Hive
2 159 (81.54%) Apache Spark
3 153 (78.46%) Big Data
4 106 (54.36%) Python
5 94 (48.21%) Java
5 94 (48.21%) Scala
6 93 (47.69%) HBase
7 81 (41.54%) MapReduce
8 80 (41.03%) Agile Software Development
9 79 (40.51%) Apache Flume
10 77 (39.49%) MongoDB
11 73 (37.44%) SQL
12 69 (35.38%) Machine Learning
13 68 (34.87%) Analytics
14 65 (33.33%) Kafka
14 65 (33.33%) NoSQL
15 61 (31.28%) Apache
16 59 (30.26%) Data Science
17 56 (28.72%) Amazon AWS
18 55 (28.21%) Oozie
19 52 (26.67%) Data Warehouse
20 51 (26.15%) Docker
21 50 (25.64%) Finance
21 50 (25.64%) Open Source
22 46 (23.59%) HDFS
23 45 (23.08%) Apache Cassandra
24 44 (22.56%) ETL
25 41 (21.03%) Sqoop
26 39 (20.00%) Microsoft Azure

Apache Pig
Co-occurring IT Skills in England 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
1 159 (81.54%) Apache Spark
2 61 (31.28%) Apache
3 25 (12.82%) Elasticsearch
4 16 (8.21%) Jupyter
5 9 (4.62%) Apache Solr
6 7 (3.59%) SAS
7 5 (2.56%) nginx
8 2 (1.03%) Adobe Experience Manager
8 2 (1.03%) Cloud Foundry
8 2 (1.03%) CMS
9 1 (0.51%) SharePoint
Applications
1 4 (2.05%) Chatbot
2 3 (1.54%) SPSS
Cloud Services
1 56 (28.72%) Amazon AWS
2 39 (20.00%) Microsoft Azure
3 15 (7.69%) Amazon EMR
4 14 (7.18%) Google Analytics
5 13 (6.67%) AWS Lambda
5 13 (6.67%) Serverless
6 11 (5.64%) Amazon EC2
6 11 (5.64%) Amazon S3
7 10 (5.13%) Amazon Kinesis
8 7 (3.59%) AWS CloudFormation
8 7 (3.59%) Azure Data Factory
9 5 (2.56%) Cloud Computing
10 4 (2.05%) CloudFront
11 3 (1.54%) Cortana Intelligence Suite
11 3 (1.54%) IaaS
11 3 (1.54%) PaaS
11 3 (1.54%) SaaS
11 3 (1.54%) Virtual Private Cloud
12 1 (0.51%) GitHub
Communications & Networking
1 7 (3.59%) VPN
2 6 (3.08%) DNS
2 6 (3.08%) ICMP
2 6 (3.08%) TCP/IP
3 3 (1.54%) Firewall
3 3 (1.54%) HTTP
3 3 (1.54%) Internet
3 3 (1.54%) Kerberos
4 2 (1.03%) Network Security
5 1 (0.51%) VLAN
Database & Business Intelligence
1 185 (94.87%) Apache Hive
1 185 (94.87%) Hadoop
2 153 (78.46%) Big Data
3 93 (47.69%) HBase
4 77 (39.49%) MongoDB
5 65 (33.33%) NoSQL
6 52 (26.67%) Data Warehouse
7 45 (23.08%) Apache Cassandra
8 41 (21.03%) Sqoop
9 36 (18.46%) PostgreSQL
10 29 (14.87%) SQL Server
11 27 (13.85%) Relational Database
12 26 (13.33%) Amazon Redshift
12 26 (13.33%) MySQL
13 23 (11.79%) Mahout
14 18 (9.23%) Flink
15 17 (8.72%) Impala
16 16 (8.21%) Data Lake
17 12 (6.15%) RDBMS
17 12 (6.15%) Redis
Development Applications
1 37 (18.97%) Git (software)
2 30 (15.38%) Jenkins
3 13 (6.67%) Visual Studio
4 12 (6.15%) Subversion
5 10 (5.13%) Visual Studio Team System
6 9 (4.62%) TeamCity
6 9 (4.62%) Vagrant
7 7 (3.59%) JUnit
8 6 (3.08%) Artifactory
8 6 (3.08%) SonarQube
9 4 (2.05%) Atlassian Bamboo
10 3 (1.54%) Hudson
10 3 (1.54%) Team Foundation Server
11 1 (0.51%) Gatling
11 1 (0.51%) JIRA
11 1 (0.51%) Maven
General
1 50 (25.64%) Finance
2 24 (12.31%) Banking
3 18 (9.23%) Retail
4 10 (5.13%) Investment Banking
4 10 (5.13%) Marketing
5 6 (3.08%) Games
6 5 (2.56%) Telecoms
7 4 (2.05%) Private Banking
7 4 (2.05%) Retail Banking
8 3 (1.54%) Advertising
8 3 (1.54%) French Language
9 2 (1.03%) Cantonese Language
9 2 (1.03%) German Language
9 2 (1.03%) Italian Language
9 2 (1.03%) Japanese Language
9 2 (1.03%) Mandarin Language
9 2 (1.03%) Russian Language
9 2 (1.03%) Spanish Language
10 1 (0.51%) Front Office
10 1 (0.51%) Hindi Language
Job Titles
1 47 (24.10%) Developer
2 39 (20.00%) Data Engineer
3 36 (18.46%) Architect
4 29 (14.87%) Data Scientist
5 28 (14.36%) Data Architect
6 23 (11.79%) Big Data Developer
7 19 (9.74%) Big Data Engineer
8 18 (9.23%) Hadoop Developer
9 17 (8.72%) Big Data Architect
10 13 (6.67%) Python Engineer
11 12 (6.15%) AWS Engineer
12 10 (5.13%) Cloud Architect
12 10 (5.13%) DevOps Engineer
12 10 (5.13%) Senior Data Engineer
13 9 (4.62%) Apache Spark Developer
13 9 (4.62%) AWS Architect
14 8 (4.10%) Consultant
14 8 (4.10%) Data Consultant
15 7 (3.59%) Data Analytics Engineer
15 7 (3.59%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 65 (33.33%) Kafka
2 28 (14.36%) TensorFlow
3 24 (12.31%) scikit-learn
4 21 (10.77%) PySpark
5 18 (9.23%) NumPy
5 18 (9.23%) Pandas
6 16 (8.21%) Matplotlib
6 16 (8.21%) Seaborn
7 14 (7.18%) Keras
7 14 (7.18%) MXNet
7 14 (7.18%) Theano
8 12 (6.15%) Web Services
9 11 (5.64%) Node.js
10 10 (5.13%) Natural Language Processing
11 9 (4.62%) CNTK
12 8 (4.10%) Apache Avro
12 8 (4.10%) Velocity
13 7 (3.59%) MLlib
13 7 (3.59%) RabbitMQ
13 7 (3.59%) Samza
Miscellaneous
1 36 (18.46%) Algorithms
2 27 (13.85%) Analytical Skills
3 26 (13.33%) Computer Science
4 21 (10.77%) Data Structures
5 15 (7.69%) Greenfield Project
6 11 (5.64%) Fintech
7 9 (4.62%) Replication
8 8 (4.10%) Public Cloud
9 4 (2.05%) Virtual Team
10 3 (1.54%) MPEG
11 2 (1.03%) Foreign Exchange (FX)
11 2 (1.03%) iPad
11 2 (1.03%) Management Information System
11 2 (1.03%) Self-Motivation
12 1 (0.51%) Analytical Mindset
12 1 (0.51%) Media Streaming
12 1 (0.51%) Mobile App
12 1 (0.51%) Over-the-Top Content
12 1 (0.51%) Social Media
12 1 (0.51%) Taxonomies
Operating Systems
1 29 (14.87%) Linux
2 7 (3.59%) Unix
3 4 (2.05%) Red Hat Enterprise Linux
4 3 (1.54%) Debian
4 3 (1.54%) Ubuntu
5 2 (1.03%) CentOS
6 1 (0.51%) Android
6 1 (0.51%) Apple iOS
6 1 (0.51%) VMS
6 1 (0.51%) Windows
Processes & Methodologies
1 81 (41.54%) MapReduce
2 80 (41.03%) Agile Software Development
3 69 (35.38%) Machine Learning
4 68 (34.87%) Analytics
5 59 (30.26%) Data Science
6 50 (25.64%) Open Source
7 44 (22.56%) ETL
8 38 (19.49%) DevOps
9 28 (14.36%) Data Architecture
10 26 (13.33%) Data Modelling
11 25 (12.82%) Visualisation
12 24 (12.31%) Data Engineering
12 24 (12.31%) E-Commerce
13 23 (11.79%) Business Intelligence
14 22 (11.28%) Scrum
15 21 (10.77%) Data Governance
15 21 (10.77%) Data Ingestion
15 21 (10.77%) Data Integration
15 21 (10.77%) Linear Regression
15 21 (10.77%) Logistic Regression
Programming Languages
1 106 (54.36%) Python
2 94 (48.21%) Java
2 94 (48.21%) Scala
3 73 (37.44%) SQL
4 34 (17.44%) R
5 21 (10.77%) Ruby
6 18 (9.23%) JavaScript
7 15 (7.69%) Java 8
8 9 (4.62%) C
9 8 (4.10%) Shell Script
10 7 (3.59%) Go
10 7 (3.59%) Perl
11 6 (3.08%) C#
11 6 (3.08%) PHP
12 4 (2.05%) F#
12 4 (2.05%) PL/SQL
13 3 (1.54%) C++
13 3 (1.54%) XPath
14 2 (1.03%) Bash Shell
Qualifications
1 24 (12.31%) Degree
2 9 (4.62%) SC Cleared
2 9 (4.62%) Security Cleared
3 8 (4.10%) Master's Degree
4 7 (3.59%) Numerate Degree
5 2 (1.03%) AWS Certification
5 2 (1.03%) Computer Science Degree
6 1 (0.51%) DV Cleared
Quality Assurance & Compliance
1 8 (4.10%) Data Quality
1 8 (4.10%) GDPR
2 1 (0.51%) QA
System Software
1 79 (40.51%) Apache Flume
2 51 (26.15%) Docker
3 46 (23.59%) HDFS
4 17 (8.72%) Apache ZooKeeper
Systems Management
1 55 (28.21%) Oozie
2 38 (19.49%) Hadoop YARN
3 30 (15.38%) Ansible
4 18 (9.23%) Puppet
5 16 (8.21%) Terraform
6 14 (7.18%) Ambari
7 13 (6.67%) Kubernetes
7 13 (6.67%) Opscode Chef
8 12 (6.15%) Consul
9 6 (3.08%) Host Intrusion Detection System
9 6 (3.08%) Network Intrusion Detection System
9 6 (3.08%) Packer
9 6 (3.08%) Prometheus
9 6 (3.08%) Sysdig
10 5 (2.56%) HAProxy
11 3 (1.54%) Docker Swarm
11 3 (1.54%) Kibana
11 3 (1.54%) Salt
12 2 (1.03%) FreeIPA
13 1 (0.51%) Mesos
Vendors
1 35 (17.95%) Cloudera
2 34 (17.44%) Hortonworks
2 34 (17.44%) MapR
3 28 (14.36%) Microsoft
4 20 (10.26%) Talend
5 18 (9.23%) Google
6 16 (8.21%) Oracle
7 15 (7.69%) Tableau
8 13 (6.67%) SAP
9 12 (6.15%) Alteryx
10 11 (5.64%) Salesforce.com
11 7 (3.59%) Informatica
12 5 (2.56%) Vertica
13 4 (2.05%) RapidMiner
14 3 (1.54%) Red Hat
14 3 (1.54%) Teradata
15 2 (1.03%) Adobe
15 2 (1.03%) Capita
15 2 (1.03%) Cognos
15 2 (1.03%) Databricks