Period
to 23 February 2018

The following table provides summary statistics for contract job vacancies advertised in London 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 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
England > London
6 months to
23 Feb 2018
Same period 2017 Same period 2016
Rank 530 389 477
Rank change year-on-year -141 +88 +15
Contract jobs citing Apache Pig 103 206 117
As % of all contract IT jobs advertised in London 0.22% 0.50% 0.26%
As % of the Application Platforms category 1.29% 2.55% 1.56%
Number of daily rates quoted 76 143 75
London median daily rate £563 £550 £575
Median daily rate % change year-on-year +2.27% -4.35% +11.65%
10th Percentile £425 £425 £413
90th Percentile £800 £700 £658
England median daily rate £550 £550 £550
Number of hourly rates quoted 0 0 0
London median hourly rate - - -
England 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 London with a requirement for application platform skills.

All Application Platform Skills
London
Contract vacancies with a requirement for application platform skills 8,008 8,068 7,505
As % of all contract IT jobs advertised in London 17.06% 19.53% 16.85%
Number of daily rates quoted 5,810 5,586 5,106
London median daily rate £500 £450 £425
Median daily rate % change year-on-year +11.11% +5.88% +3.03%
10th Percentile £300 £285 £260
90th Percentile £650 £638 £625
England median daily rate £450 £425 £405
% change year-on-year +5.88% +4.94% +1.25%
Number of hourly rates quoted 88 96 104
London median hourly rate £20.71 £19.00 £21.45
Median hourly rate % change year-on-year +8.97% -11.42% +7.25%
10th Percentile £12.85 £13.00 £11.25
90th Percentile £47.83 £49.38 £56.38
England median hourly rate £19.00 £20.00 £19.50
% change year-on-year -5.00% +2.56% +8.33%

Apache Pig
Job Vacancy Trend in London

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

Job vacancy trend for Apache Pig in London

Apache Pig
Contractor Daily Rate Trend in London

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

Contractor daily rate trend for Apache Pig in London

Apache Pig
Contractor Daily Rate Histogram in London

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

Contractor daily rate histogram for Apache Pig in London

Apache Pig
Contract Job Locations in London

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 London region over the 6 months to 23 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
Central London -51 18 £500 -13.04% 3
East London +2 12 £581 +1.09%
Apache Pig
England

For the 6 months to 23 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 London region with a requirement for Apache Pig.

1 97 (94.17%) Apache Hive
2 90 (87.38%) Hadoop
3 82 (79.61%) Apache Spark
4 75 (72.82%) Big Data
5 67 (65.05%) Python
6 58 (56.31%) MongoDB
7 56 (54.37%) Scala
8 54 (52.43%) HBase
8 54 (52.43%) MapReduce
9 48 (46.60%) Machine Learning
9 48 (46.60%) NoSQL
10 47 (45.63%) SQL
11 44 (42.72%) Apache
12 43 (41.75%) Java
13 42 (40.78%) Apache Flume
14 41 (39.81%) Kafka
15 40 (38.83%) Data Science
16 39 (37.86%) Agile Software Development
17 37 (35.92%) Finance
18 36 (34.95%) ETL
19 35 (33.98%) Analytics
20 33 (32.04%) Apache Cassandra
21 32 (31.07%) Amazon AWS
22 31 (30.10%) Data Warehouse
23 26 (25.24%) MapR
23 26 (25.24%) scikit-learn
23 26 (25.24%) HDFS
24 25 (24.27%) Microsoft Azure
25 24 (23.30%) Git (software)
25 24 (23.30%) Docker

Apache Pig
Co-occurring IT Skills in London 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 82 (79.61%) Apache Spark
2 44 (42.72%) Apache
3 18 (17.48%) Jupyter
4 11 (10.68%) Apache Solr
5 7 (6.80%) Elasticsearch
6 2 (1.94%) nginx
7 1 (0.97%) Confluence
7 1 (0.97%) SharePoint
Applications
1 1 (0.97%) Gephi
Cloud Services
1 32 (31.07%) Amazon AWS
2 25 (24.27%) Microsoft Azure
3 9 (8.74%) Amazon EC2
4 6 (5.83%) Amazon EMR
4 6 (5.83%) Amazon S3
4 6 (5.83%) AWS Lambda
4 6 (5.83%) GitHub
4 6 (5.83%) Serverless
5 5 (4.85%) Google Analytics
6 3 (2.91%) Amazon Kinesis
6 3 (2.91%) Cloud Computing
7 2 (1.94%) Google Cloud Platform
7 2 (1.94%) IaaS
7 2 (1.94%) PaaS
8 1 (0.97%) Adobe Analytics
8 1 (0.97%) Azure Machine Learning
8 1 (0.97%) SaaS
Communications & Networking
1 2 (1.94%) DNS
1 2 (1.94%) HTTP
1 2 (1.94%) ICMP
1 2 (1.94%) Internet
1 2 (1.94%) Kerberos
1 2 (1.94%) TCP/IP
1 2 (1.94%) VPN
Database & Business Intelligence
1 97 (94.17%) Apache Hive
2 90 (87.38%) Hadoop
3 75 (72.82%) Big Data
4 58 (56.31%) MongoDB
5 54 (52.43%) HBase
6 48 (46.60%) NoSQL
7 33 (32.04%) Apache Cassandra
8 31 (30.10%) Data Warehouse
9 23 (22.33%) Sqoop
10 22 (21.36%) Mahout
11 19 (18.45%) Impala
12 18 (17.48%) PostgreSQL
13 15 (14.56%) Relational Database
13 15 (14.56%) SQL Server
14 11 (10.68%) MySQL
15 10 (9.71%) Amazon Redshift
16 9 (8.74%) Data Mining
17 8 (7.77%) RDBMS
18 6 (5.83%) Flink
18 6 (5.83%) Presto
Development Applications
1 24 (23.30%) Git (software)
2 20 (19.42%) Jenkins
3 9 (8.74%) Visual Studio
3 9 (8.74%) Visual Studio Team System
4 8 (7.77%) Subversion
4 8 (7.77%) TeamCity
5 7 (6.80%) JUnit
6 6 (5.83%) Ant
6 6 (5.83%) Gradle
6 6 (5.83%) Maven
7 5 (4.85%) HP UFT
8 2 (1.94%) Artifactory
8 2 (1.94%) JIRA
8 2 (1.94%) Selenium
8 2 (1.94%) SonarQube
8 2 (1.94%) WebDriver
9 1 (0.97%) ERwin
General
1 37 (35.92%) Finance
2 22 (21.36%) Banking
3 13 (12.62%) Retail
4 10 (9.71%) Investment Banking
4 10 (9.71%) Marketing
5 6 (5.83%) Games
5 6 (5.83%) Telecoms
6 3 (2.91%) Advertising
7 1 (0.97%) Aerospace
7 1 (0.97%) French Language
7 1 (0.97%) Front Office
Job Titles
1 33 (32.04%) Data Engineer
2 24 (23.30%) Developer
3 20 (19.42%) Big Data Engineer
4 19 (18.45%) Architect
5 15 (14.56%) Data Scientist
6 13 (12.62%) Data Architect
7 12 (11.65%) Big Data Developer
8 7 (6.80%) Data Analytics Engineer
8 7 (6.80%) Machine Learning Engineer
9 6 (5.83%) Cloud Architect
10 5 (4.85%) Big Data Architect
10 5 (4.85%) Hadoop Developer
10 5 (4.85%) Hadoop Engineer
10 5 (4.85%) Scala Developer
10 5 (4.85%) Senior Data Scientist
11 4 (3.88%) Analyst
11 4 (3.88%) AWS Engineer
11 4 (3.88%) Hadoop Architect
11 4 (3.88%) Senior Data Engineer
11 4 (3.88%) Technical Architect
Libraries, Frameworks & Software Standards
1 41 (39.81%) Kafka
2 26 (25.24%) scikit-learn
3 24 (23.30%) TensorFlow
4 18 (17.48%) Pandas
5 17 (16.50%) Matplotlib
5 17 (16.50%) NumPy
5 17 (16.50%) Seaborn
6 16 (15.53%) PySpark
7 15 (14.56%) Keras
8 10 (9.71%) Natural Language Processing
9 9 (8.74%) CNTK
9 9 (8.74%) MXNet
9 9 (8.74%) Theano
10 8 (7.77%) MLlib
10 8 (7.77%) Velocity
11 6 (5.83%) Hibernate
11 6 (5.83%) JMS
11 6 (5.83%) Lucene
11 6 (5.83%) Spring
12 5 (4.85%) Web Services
Miscellaneous
1 24 (23.30%) Algorithms
2 14 (13.59%) Analytical Skills
3 10 (9.71%) Computer Science
4 9 (8.74%) Fintech
5 7 (6.80%) Replication
6 4 (3.88%) Data Structures
7 2 (1.94%) Foreign Exchange (FX)
7 2 (1.94%) Greenfield Project
7 2 (1.94%) iPad
7 2 (1.94%) Media Streaming
7 2 (1.94%) Mobile App
7 2 (1.94%) MPEG
7 2 (1.94%) Over-the-Top Content
7 2 (1.94%) Public Cloud
7 2 (1.94%) Virtual Team
8 1 (0.97%) DataPower
8 1 (0.97%) Digital Media
8 1 (0.97%) Robotics
8 1 (0.97%) Social Media
Operating Systems
1 12 (11.65%) Linux
2 11 (10.68%) Unix
3 6 (5.83%) Red Hat Enterprise Linux
4 5 (4.85%) CentOS
5 1 (0.97%) Debian
5 1 (0.97%) Ubuntu
Processes & Methodologies
1 54 (52.43%) MapReduce
2 48 (46.60%) Machine Learning
3 40 (38.83%) Data Science
4 39 (37.86%) Agile Software Development
5 36 (34.95%) ETL
6 35 (33.98%) Analytics
7 21 (20.39%) Open Source
8 16 (15.53%) Data Architecture
8 16 (15.53%) Deep Learning
8 16 (15.53%) DevOps
8 16 (15.53%) Statistics
9 15 (14.56%) Bayesian Methods
10 14 (13.59%) Data Engineering
10 14 (13.59%) Data Management
10 14 (13.59%) Linear Regression
10 14 (13.59%) Logistic Regression
10 14 (13.59%) Trend Analysis
11 13 (12.62%) Scrum
11 13 (12.62%) Software Delivery
12 12 (11.65%) E-Commerce
Programming Languages
1 67 (65.05%) Python
2 56 (54.37%) Scala
3 47 (45.63%) SQL
4 43 (41.75%) Java
5 15 (14.56%) JavaScript
6 14 (13.59%) R
7 8 (7.77%) C
7 8 (7.77%) Perl
7 8 (7.77%) Shell Script
8 6 (5.83%) Bash Shell
8 6 (5.83%) C#
8 6 (5.83%) Ruby
9 2 (1.94%) C++
9 2 (1.94%) Go
9 2 (1.94%) HiveQL
9 2 (1.94%) PHP
9 2 (1.94%) XPath
10 1 (0.97%) Groovy
10 1 (0.97%) PL/SQL
10 1 (0.97%) T-SQL
Qualifications
1 11 (10.68%) Degree
2 8 (7.77%) Master's Degree
3 3 (2.91%) SC Cleared
3 3 (2.91%) Security Cleared
4 1 (0.97%) Computer Science Degree
4 1 (0.97%) Numerate Degree
Quality Assurance & Compliance
1 8 (7.77%) GDPR
2 2 (1.94%) Data Quality
2 2 (1.94%) QA
System Software
1 42 (40.78%) Apache Flume
2 26 (25.24%) HDFS
3 24 (23.30%) Docker
4 7 (6.80%) Apache ZooKeeper
Systems Management
1 23 (22.33%) Oozie
2 20 (19.42%) Hadoop YARN
3 4 (3.88%) Ambari
3 4 (3.88%) Ansible
3 4 (3.88%) Terraform
4 3 (2.91%) Consul
4 3 (2.91%) Kubernetes
5 2 (1.94%) HAProxy
5 2 (1.94%) Host Intrusion Detection System
5 2 (1.94%) Network Intrusion Detection System
5 2 (1.94%) Prometheus
5 2 (1.94%) Puppet
5 2 (1.94%) Sysdig
6 1 (0.97%) Docker Swarm
6 1 (0.97%) HP Quality Center
6 1 (0.97%) Mesos
6 1 (0.97%) Opscode Chef
6 1 (0.97%) Packer
Vendors
1 26 (25.24%) MapR
2 22 (21.36%) Cloudera
3 20 (19.42%) Microsoft
4 17 (16.50%) Hortonworks
5 12 (11.65%) Talend
6 8 (7.77%) Alteryx
7 7 (6.80%) Tableau
8 6 (5.83%) Google
8 6 (5.83%) Perforce
9 5 (4.85%) Oracle
9 5 (4.85%) SAP
10 4 (3.88%) Informatica
10 4 (3.88%) Salesforce.com
11 2 (1.94%) Cognos
11 2 (1.94%) Teradata
11 2 (1.94%) Vertica
12 1 (0.97%) Ab Initio
12 1 (0.97%) Adobe
12 1 (0.97%) HP
12 1 (0.97%) Red Hat