Period
to 21 February 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 21 February 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
21 Feb 2018
Same period 2017 Same period 2016
Rank 674 559 666
Rank change year-on-year -115 +107 +55
Contract jobs citing Apache Pig 171 277 172
As % of all contract IT jobs advertised in England 0.18% 0.31% 0.18%
As % of the Application Platforms category 1.12% 1.74% 1.03%
Number of daily rates quoted 124 183 105
England median daily rate £550 £550 £550
10th Percentile £413 £409 £391
90th Percentile £746 £700 £650
UK median daily rate £550 £550 £550
Number of hourly rates quoted 2 0 1
England median hourly rate £45.00 - £33.55
UK median hourly rate £45.00 - £33.55

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 15,270 15,922 16,636
As % of all contract IT jobs advertised in England 16.37% 17.90% 17.03%
Number of daily rates quoted 10,291 10,308 10,636
England median daily rate £450 £425 £403
Median daily rate % change year-on-year +5.88% +5.59% +0.63%
10th Percentile £263 £263 £238
90th Percentile £625 £600 £575
UK median daily rate £450 £425 £400
% change year-on-year +5.88% +6.25% +0.95%
Number of hourly rates quoted 357 338 464
England median hourly rate £19.00 £20.00 £19.50
Median hourly rate % change year-on-year -5.00% +2.56% +8.33%
10th Percentile £11.25 £12.00 £10.99
90th Percentile £47.83 £50.00 £47.50
UK median hourly rate £19.00 £19.50 £20.00
% change year-on-year -2.56% -2.50% +11.11%

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 21 February 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 21 February 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 -124 102 £563 +2.27% 12
South East -11 31 £511 -4.97% 3
South West +13 16 £450 -10.00% 2
North of England +27 10 £425 -10.53% 1
East of England -5 10 £513 -6.82%
Yorkshire 0 8 £413 -13.16% 1
East Midlands +10 2 £600 +11.63%
North West +10 2 £700 +47.37%
Midlands +2 2 £600 +35.21% 1
Apache Pig
UK

For the 6 months to 21 February 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.

1 162 (94.74%) Apache Hive
2 155 (90.64%) Hadoop
3 134 (78.36%) Big Data
4 130 (76.02%) Apache Spark
5 94 (54.97%) HBase
6 93 (54.39%) MapReduce
7 87 (50.88%) Java
8 85 (49.71%) Python
9 76 (44.44%) SQL
10 73 (42.69%) Scala
11 72 (42.11%) MongoDB
12 67 (39.18%) Apache Flume
13 65 (38.01%) Machine Learning
14 64 (37.43%) Analytics
15 55 (32.16%) Finance
15 55 (32.16%) Agile Software Development
16 54 (31.58%) Data Science
17 53 (30.99%) NoSQL
18 52 (30.41%) Apache
19 50 (29.24%) Kafka
20 48 (28.07%) Cloudera
20 48 (28.07%) Sqoop
20 48 (28.07%) HDFS
21 43 (25.15%) ETL
22 40 (23.39%) Apache Cassandra
23 38 (22.22%) Oozie
24 37 (21.64%) Hadoop YARN
24 37 (21.64%) Amazon AWS
25 36 (21.05%) Data Warehouse
26 35 (20.47%) Git (software)

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
1 130 (76.02%) Apache Spark
2 52 (30.41%) Apache
3 23 (13.45%) Jupyter
4 12 (7.02%) Apache Solr
5 10 (5.85%) Elasticsearch
6 5 (2.92%) SAS
7 3 (1.75%) Confluence
8 2 (1.17%) SharePoint
9 1 (0.58%) JBoss
9 1 (0.58%) nginx
9 1 (0.58%) Oracle Application Server
9 1 (0.58%) Oracle SOA Suite
9 1 (0.58%) Tomcat
9 1 (0.58%) WebLogic
9 1 (0.58%) WebSphere
9 1 (0.58%) WebSphere Application Server
Applications
1 2 (1.17%) SPSS
2 1 (0.58%) Gephi
2 1 (0.58%) GNU Octave
Cloud Services
1 37 (21.64%) Amazon AWS
2 28 (16.37%) Microsoft Azure
3 8 (4.68%) Amazon EC2
4 7 (4.09%) Google Analytics
5 6 (3.51%) Amazon EMR
5 6 (3.51%) Amazon S3
5 6 (3.51%) AWS Lambda
5 6 (3.51%) GitHub
5 6 (3.51%) Serverless
6 4 (2.34%) Cloud Computing
7 3 (1.75%) Amazon Kinesis
7 3 (1.75%) AWS CloudFormation
7 3 (1.75%) CloudFront
7 3 (1.75%) Google Cloud Platform
8 2 (1.17%) IaaS
8 2 (1.17%) PaaS
9 1 (0.58%) Adobe Analytics
9 1 (0.58%) Azure Machine Learning
9 1 (0.58%) Cortana Intelligence Suite
9 1 (0.58%) SaaS
Communications & Networking
1 3 (1.75%) Kerberos
2 2 (1.17%) HTTP
2 2 (1.17%) Internet
3 1 (0.58%) DNS
3 1 (0.58%) Firewall
3 1 (0.58%) ICMP
3 1 (0.58%) SNMP
3 1 (0.58%) SSH
3 1 (0.58%) TCP/IP
3 1 (0.58%) VPN
Database & Business Intelligence
1 162 (94.74%) Apache Hive
2 155 (90.64%) Hadoop
3 134 (78.36%) Big Data
4 94 (54.97%) HBase
5 72 (42.11%) MongoDB
6 53 (30.99%) NoSQL
7 48 (28.07%) Sqoop
8 40 (23.39%) Apache Cassandra
9 36 (21.05%) Data Warehouse
10 31 (18.13%) Mahout
11 24 (14.04%) Impala
12 21 (12.28%) SQL Server
13 19 (11.11%) Relational Database
14 17 (9.94%) PostgreSQL
15 14 (8.19%) MySQL
15 14 (8.19%) SAP BW
15 14 (8.19%) SAP Data Services
16 12 (7.02%) Amazon Redshift
17 11 (6.43%) Data Mining
18 8 (4.68%) RDBMS
Development Applications
1 35 (20.47%) Git (software)
2 22 (12.87%) Jenkins
3 10 (5.85%) Visual Studio
4 9 (5.26%) Subversion
4 9 (5.26%) Visual Studio Team System
5 8 (4.68%) TeamCity
6 7 (4.09%) Gradle
6 7 (4.09%) JUnit
6 7 (4.09%) Maven
6 7 (4.09%) Vagrant
7 6 (3.51%) Ant
8 5 (2.92%) HP UFT
9 4 (2.34%) JIRA
10 2 (1.17%) Selenium
10 2 (1.17%) Sonatype Nexus
10 2 (1.17%) WebDriver
11 1 (0.58%) Artifactory
11 1 (0.58%) SoapUI
11 1 (0.58%) SonarQube
11 1 (0.58%) Team Foundation Server
General
1 55 (32.16%) Finance
2 28 (16.37%) Banking
3 19 (11.11%) Retail
4 11 (6.43%) Marketing
5 9 (5.26%) Investment Banking
6 6 (3.51%) Games
6 6 (3.51%) Telecoms
7 3 (1.75%) Advertising
7 3 (1.75%) Private Banking
7 3 (1.75%) Retail Banking
8 2 (1.17%) Electronics
9 1 (0.58%) Aerospace
9 1 (0.58%) French Language
9 1 (0.58%) Front Office
9 1 (0.58%) Pharmaceutical
Job Titles
1 45 (26.32%) Developer
2 34 (19.88%) Data Engineer
3 31 (18.13%) Architect
4 30 (17.54%) Data Scientist
5 21 (12.28%) Big Data Engineer
6 19 (11.11%) Data Architect
7 18 (10.53%) Hadoop Developer
8 17 (9.94%) Big Data Developer
9 11 (6.43%) Technical Architect
10 10 (5.85%) Cloud Architect
11 9 (5.26%) DevOps Engineer
12 8 (4.68%) Hadoop Architect
13 7 (4.09%) Big Data Architect
13 7 (4.09%) Data Analytics Engineer
13 7 (4.09%) Machine Learning Engineer
14 6 (3.51%) Consultant
14 6 (3.51%) Data Consultant
14 6 (3.51%) Hadoop Engineer
14 6 (3.51%) Scala Developer
15 5 (2.92%) Java Engineer
Libraries, Frameworks & Software Standards
1 50 (29.24%) Kafka
2 31 (18.13%) scikit-learn
3 24 (14.04%) Pandas
3 24 (14.04%) TensorFlow
4 22 (12.87%) NumPy
5 21 (12.28%) Matplotlib
5 21 (12.28%) Seaborn
6 18 (10.53%) PySpark
6 18 (10.53%) Web Services
7 15 (8.77%) Keras
8 14 (8.19%) XML
9 11 (6.43%) Node.js
10 10 (5.85%) Natural Language Processing
11 9 (5.26%) CNTK
11 9 (5.26%) MXNet
11 9 (5.26%) Spring
11 9 (5.26%) Theano
12 8 (4.68%) J2EE
12 8 (4.68%) MLlib
12 8 (4.68%) Velocity
Miscellaneous
1 30 (17.54%) Analytical Skills
2 28 (16.37%) Algorithms
3 20 (11.70%) Computer Science
4 12 (7.02%) Greenfield Project
5 10 (5.85%) Replication
6 9 (5.26%) Data Structures
6 9 (5.26%) Fintech
7 4 (2.34%) Virtual Team
8 2 (1.17%) DataPower
8 2 (1.17%) Foreign Exchange (FX)
8 2 (1.17%) iPad
8 2 (1.17%) Management Information System
8 2 (1.17%) Media Streaming
8 2 (1.17%) Mobile App
8 2 (1.17%) MPEG
8 2 (1.17%) Over-the-Top Content
9 1 (0.58%) Digital Media
9 1 (0.58%) Mainframe
9 1 (0.58%) Robotics
9 1 (0.58%) Social Media
Operating Systems
1 26 (15.20%) Linux
2 16 (9.36%) Unix
3 8 (4.68%) Red Hat Enterprise Linux
4 6 (3.51%) CentOS
5 3 (1.75%) Debian
5 3 (1.75%) Ubuntu
6 1 (0.58%) Windows
Processes & Methodologies
1 93 (54.39%) MapReduce
2 65 (38.01%) Machine Learning
3 64 (37.43%) Analytics
4 55 (32.16%) Agile Software Development
5 54 (31.58%) Data Science
6 43 (25.15%) ETL
7 35 (20.47%) Open Source
8 28 (16.37%) Visualisation
9 23 (13.45%) DevOps
10 19 (11.11%) Data Architecture
11 18 (10.53%) Statistics
12 17 (9.94%) Bayesian Methods
12 17 (9.94%) Business Intelligence
12 17 (9.94%) Data Modelling
13 16 (9.36%) Deep Learning
13 16 (9.36%) Linear Regression
13 16 (9.36%) Mathematics
13 16 (9.36%) Scrum
13 16 (9.36%) Technical Architecture
13 16 (9.36%) Trend Analysis
Programming Languages
1 87 (50.88%) Java
2 85 (49.71%) Python
3 76 (44.44%) SQL
4 73 (42.69%) Scala
5 27 (15.79%) R
6 20 (11.70%) JavaScript
7 10 (5.85%) C#
7 10 (5.85%) Shell Script
8 9 (5.26%) C
9 8 (4.68%) Bash Shell
9 8 (4.68%) Perl
10 6 (3.51%) PHP
10 6 (3.51%) Ruby
11 5 (2.92%) PL/SQL
12 4 (2.34%) C++
13 3 (1.75%) F#
13 3 (1.75%) T-SQL
14 2 (1.17%) Groovy
14 2 (1.17%) HiveQL
14 2 (1.17%) XPath
Qualifications
1 20 (11.70%) Degree
2 8 (4.68%) Master's Degree
3 6 (3.51%) SC Cleared
3 6 (3.51%) Security Cleared
4 5 (2.92%) Numerate Degree
5 2 (1.17%) Computer Science Degree
6 1 (0.58%) PhD
Quality Assurance & Compliance
1 8 (4.68%) GDPR
2 4 (2.34%) Data Quality
3 3 (1.75%) QA
System Software
1 67 (39.18%) Apache Flume
2 48 (28.07%) HDFS
3 30 (17.54%) Docker
4 8 (4.68%) Apache ZooKeeper
Systems Management
1 38 (22.22%) Oozie
2 37 (21.64%) Hadoop YARN
3 13 (7.60%) Ansible
4 8 (4.68%) Ambari
5 7 (4.09%) Puppet
6 6 (3.51%) Opscode Chef
7 3 (1.75%) Terraform
8 2 (1.17%) Consul
8 2 (1.17%) Kubernetes
9 1 (0.58%) Docker Swarm
9 1 (0.58%) HAProxy
9 1 (0.58%) Host Intrusion Detection System
9 1 (0.58%) HP Quality Center
9 1 (0.58%) Mesos
9 1 (0.58%) Network Intrusion Detection System
9 1 (0.58%) Packer
9 1 (0.58%) Prometheus
9 1 (0.58%) Sysdig
Vendors
1 48 (28.07%) Cloudera
2 35 (20.47%) Hortonworks
3 32 (18.71%) MapR
4 24 (14.04%) Microsoft
4 24 (14.04%) Tableau
5 19 (11.11%) SAP
6 16 (9.36%) Talend
7 15 (8.77%) Oracle
8 9 (5.26%) Google
9 8 (4.68%) Alteryx
10 7 (4.09%) Informatica
11 6 (3.51%) Perforce
12 5 (2.92%) Teradata
13 4 (2.34%) Vertica
14 3 (1.75%) Red Hat
14 3 (1.75%) Salesforce.com
15 2 (1.17%) Atlassian
15 2 (1.17%) Cognos
15 2 (1.17%) Splunk
16 1 (0.58%) Palantir