The table below looks at the statistics for Impala skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Impala over the 3 months to 2 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
2 Dec 2016
Same period 2015 Same period 2014
Cloudera Impala
Rank 811 887 929
Rank change year-on-year
+76 +42
Permanent jobs citing Impala 67 81 52
As % of all permanent IT jobs located in the UK 0.074% 0.075% 0.045%
As % of the Database & Business Intelligence category 0.25% 0.23% 0.15%
Number of salaries quoted 60 75 45
Median salary £75,000 £67,500 £65,000
Median salary % change year-on-year
+11.11% +3.84%
90% offered a salary of more than £55,000 £51,900 £52,500
10% offered a salary of more than £100,000 £85,000 £86,500
UK excluding London median salary £75,000 £57,500 £65,000
% change year-on-year
+30.43% -11.53%

The following table is for comparison with the above and provides statistics for the entire Database & Business Intelligence category in permanent jobs advertised across the UK.

Database & Business Intelligence Category
UK
Permanent IT job ads with a match in the
Database & Business Intelligence category
27175 34551 35280
As % of all permanent IT jobs located in the UK 29.85% 31.89% 30.62%
Number of salaries quoted 23281 29092 30122
Median salary £50,000 £47,500 £45,000
Median salary % change year-on-year
+5.26% +5.55%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £75,000 £70,000 £70,000
UK excluding London median salary £45,000 £42,500 £40,000
% change year-on-year
+5.88% +6.25%

Impala
Jobs Demand Trend

The demand trend of job ads citing Impala as a proportion of all IT jobs with a match in the Database & Business Intelligence category.

Impala Jobs Demand Trend in the UK

Impala
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Impala within the UK.

Impala Salary Trend in the UK

Impala
Salary Histogram

This chart provides a salary histogram for IT jobs citing Impala over the 3 months to 2 December 2016 within the UK.

Impala Salary Histogram in the UK

Impala
Top 18 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Impala within the UK over the 3 months to 2 December 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +76 65 £75,000 +11.11% 6
London +59 57 £77,500 +10.71% 3
City of London +50 19 £70,000 -3.44% 2
North West - 3 £75,000 - 3
South West - 3 £80,000 -
Scotland +34 2 £47,500 -5.00%
Manchester - 2 £75,000 - 3
Dorset - 2 £80,000 -
Bournemouth - 2 £80,000 -
Edinburgh - 2 £47,500 -
West Midlands -16 1 - -
Birmingham - 1 - -
Leeds - 1 - -
Bristol - 1 £70,000 -
Chester - 1 £30,000 -
West Yorkshire - 1 - -
Yorkshire - 1 - -
Cheshire - 1 £30,000 -

Impala
Top 30 Related IT Skills

For the 6 months to 2 December 2016, IT jobs citing Impala also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Impala.

1 134 (95.04%) Hadoop
2 115 (81.56%) Apache Spark
3 113 (80.14%) Big Data
4 96 (68.09%) Apache Hive
5 85 (60.28%) SQL
6 76 (53.90%) Finance
7 73 (51.77%) Python
8 72 (51.06%) Java
9 56 (39.72%) Analytics
10 50 (35.46%) Apache Pig
11 48 (34.04%) Analytical Skills
11 48 (34.04%) HBase
12 43 (30.50%) Business Intelligence
13 41 (29.08%) Agile Software Development
13 41 (29.08%) Banking
14 40 (28.37%) MongoDB
15 39 (27.66%) Apache Flume
16 38 (26.95%) R
16 38 (26.95%) Amazon AWS
16 38 (26.95%) Scala
17 37 (26.24%) Visualisation
18 36 (25.53%) MapReduce
18 36 (25.53%) Oozie
19 33 (23.40%) Degree
20 31 (21.99%) Neo4j
21 29 (20.57%) Git (software)
21 29 (20.57%) Data Management
22 28 (19.86%) Tableau
23 27 (19.15%) Data Analytics
23 27 (19.15%) Open Source

Impala
Top Related 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
1 115 (81.56%) Apache Spark
2 50 (35.46%) Apache Pig
3 19 (13.48%) Apache
4 16 (11.35%) SAS
5 5 (3.55%) Elasticsearch
6 2 (1.42%) Apache Solr
7 1 (0.71%) Liferay
Applications
1 3 (2.13%) Mathematica
2 2 (1.42%) SPSS
Business Applications
1 3 (2.13%) SAP Oil and Gas
Cloud Services
1 38 (26.95%) Amazon AWS
2 14 (9.93%) Amazon EMR
3 13 (9.22%) Amazon EC2
3 13 (9.22%) Amazon S3
4 6 (4.26%) Microsoft Azure
5 2 (1.42%) SaaS
Communications & Networking
1 6 (4.26%) TCP/IP
2 3 (2.13%) HTTP
3 2 (1.42%) SSL
4 1 (0.71%) Internet
Database & Business Intelligence
1 134 (95.04%) Hadoop
2 113 (80.14%) Big Data
3 96 (68.09%) Apache Hive
4 48 (34.04%) HBase
5 40 (28.37%) MongoDB
6 31 (21.99%) Neo4j
7 25 (17.73%) Apache Cassandra
7 25 (17.73%) Sqoop
8 21 (14.89%) PostgreSQL
9 18 (12.77%) Pentaho
10 17 (12.06%) Data Mining
10 17 (12.06%) Mahout
11 15 (10.64%) Data Warehouse
11 15 (10.64%) SQL Server
12 14 (9.93%) NoSQL
13 13 (9.22%) QlikView
14 10 (7.09%) OLAP
14 10 (7.09%) Relational Database
15 9 (6.38%) Oracle Database
15 9 (6.38%) RDBMS
Development Applications
1 29 (20.57%) Git (software)
2 24 (17.02%) Jenkins
3 13 (9.22%) Vagrant
3 13 (9.22%) Yeoman
4 12 (8.51%) Subversion
5 11 (7.80%) JIRA
6 7 (4.96%) Toad
7 5 (3.55%) Maven
8 2 (1.42%) Ant
8 2 (1.42%) Eclipse
9 1 (0.71%) JUnit
9 1 (0.71%) MSI
9 1 (0.71%) Talend Open Studio
9 1 (0.71%) TestNG
General
1 76 (53.90%) Finance
2 41 (29.08%) Banking
3 18 (12.77%) Investment Banking
4 12 (8.51%) Manufacturing
4 12 (8.51%) Retail
4 12 (8.51%) Telecoms
5 10 (7.09%) Marketing
6 4 (2.84%) Advertising
6 4 (2.84%) Front Office
7 3 (2.13%) Electronics
7 3 (2.13%) Law
8 2 (1.42%) Automotive
8 2 (1.42%) Corporate Banking
8 2 (1.42%) Financial Institution
8 2 (1.42%) Games
Job Titles
1 55 (39.01%) Developer
2 31 (21.99%) Big Data Developer
3 29 (20.57%) Senior Developer
4 21 (14.89%) Architect
4 21 (14.89%) Consultant
4 21 (14.89%) Data Consultant
5 20 (14.18%) Data Architect
6 19 (13.48%) Data Scientist
7 18 (12.77%) Senior Big Data Developer
8 13 (9.22%) Big Data Architect
8 13 (9.22%) Senior Data Scientist
9 12 (8.51%) Big Data Consultant
9 12 (8.51%) Data Engineer
9 12 (8.51%) Scala Developer
10 11 (7.80%) Analyst
10 11 (7.80%) C++ Developer
10 11 (7.80%) Data Analyst
11 10 (7.09%) Apache Spark Developer
12 9 (6.38%) Analytics Consultant
12 9 (6.38%) Big Data Engineer
Libraries, Frameworks & Software Standards
1 22 (15.60%) D3.js
2 20 (14.18%) Kafka
3 15 (10.64%) Web Services
4 13 (9.22%) Cascalog
4 13 (9.22%) Natural Language Processing
4 13 (9.22%) Pandas
4 13 (9.22%) scikit-learn
4 13 (9.22%) SciPy
5 12 (8.51%) Akka
5 12 (8.51%) HTML
6 11 (7.80%) HTML5
6 11 (7.80%) WPF
7 10 (7.09%) .NET
8 8 (5.67%) DCOM
9 5 (3.55%) Java EE
9 5 (3.55%) LAPP Stack
10 4 (2.84%) AngularJS
10 4 (2.84%) Spring
10 4 (2.84%) XML
11 3 (2.13%) STL
Miscellaneous
1 48 (34.04%) Analytical Skills
2 37 (26.24%) Visualisation
3 25 (17.73%) Computer Science
4 18 (12.77%) Data Integration
4 18 (12.77%) Mathematics
5 13 (9.22%) Replication
6 12 (8.51%) Market Risk
7 10 (7.09%) Algorithms
8 6 (4.26%) Credit Risk
9 5 (3.55%) Credit Derivative
9 5 (3.55%) Data Extraction
9 5 (3.55%) Derivative
9 5 (3.55%) Equities
9 5 (3.55%) Foreign Exchange (FX)
10 4 (2.84%) Management Information System
11 3 (2.13%) Artificial Intelligence
11 3 (2.13%) Economics
11 3 (2.13%) Physics
11 3 (2.13%) Reference Data
11 3 (2.13%) Statistics
Operating Systems
1 27 (19.15%) Linux
2 3 (2.13%) Windows
2 3 (2.13%) Windows XP
3 2 (1.42%) Unix
Processes & Methodologies
1 56 (39.72%) Analytics
2 43 (30.50%) Business Intelligence
3 41 (29.08%) Agile Software Development
4 36 (25.53%) MapReduce
5 29 (20.57%) Data Management
6 27 (19.15%) Data Analysis
6 27 (19.15%) Data Analytics
6 27 (19.15%) Open Source
7 25 (17.73%) Data Visualisation
8 23 (16.31%) Data Modelling
8 23 (16.31%) Unit Testing
9 22 (15.60%) Continuous Integration
9 22 (15.60%) ETL
9 22 (15.60%) Workflow
10 20 (14.18%) Statistical Analysis
11 18 (12.77%) Machine Learning
11 18 (12.77%) OO
11 18 (12.77%) SDLC
12 15 (10.64%) Computer Vision
13 14 (9.93%) User Stories
Programming Languages
1 85 (60.28%) SQL
2 73 (51.77%) Python
3 72 (51.06%) Java
4 38 (26.95%) R
4 38 (26.95%) Scala
5 19 (13.48%) C#
5 19 (13.48%) Clojure
6 15 (10.64%) C++
7 14 (9.93%) Bash Shell
8 13 (9.22%) Cypher
8 13 (9.22%) VBA
9 10 (7.09%) C
10 8 (5.67%) Shell Script
11 7 (4.96%) JavaScript
12 5 (3.55%) PHP
13 4 (2.84%) Ruby
14 3 (2.13%) F#
14 3 (2.13%) Haskell
15 2 (1.42%) Prolog
16 1 (0.71%) PHP 5
Qualifications
1 33 (23.40%) Degree
2 9 (6.38%) PhD
3 5 (3.55%) Postgraduate
4 2 (1.42%) DV Cleared
4 2 (1.42%) Security Cleared
Quality Assurance & Compliance
1 3 (2.13%) Basel III
1 3 (2.13%) Dodd-Frank
2 2 (1.42%) IAS 39
3 1 (0.71%) QA
System Software
1 39 (27.66%) Apache Flume
2 25 (17.73%) HDFS
3 14 (9.93%) Virtual Machines
4 13 (9.22%) VirtualBox
5 4 (2.84%) Apache ZooKeeper
5 4 (2.84%) Docker
6 2 (1.42%) GridGain
6 2 (1.42%) Oracle RAC
Systems Management
1 36 (25.53%) Oozie
2 21 (14.89%) Hadoop YARN
3 9 (6.38%) Rundeck
4 3 (2.13%) Kibana
4 3 (2.13%) logstash
5 2 (1.42%) Tivoli
6 1 (0.71%) Opscode Chef
6 1 (0.71%) Puppet
Vendors
1 28 (19.86%) Tableau
2 27 (19.15%) Oracle
3 19 (13.48%) Cloudera
4 17 (12.06%) TIBCO
5 9 (6.38%) Actian
6 8 (5.67%) Hortonworks
6 8 (5.67%) Informatica
7 6 (4.26%) Cognos
7 6 (4.26%) MapR
8 5 (3.55%) SAP
8 5 (3.55%) Solace
9 4 (2.84%) Teradata
10 1 (0.71%) Ab Initio
10 1 (0.71%) Google
10 1 (0.71%) IBM
10 1 (0.71%) Microsoft
10 1 (0.71%) MicroStrategy
10 1 (0.71%) Netezza
10 1 (0.71%) Talend
10 1 (0.71%) Vertica
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