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 27 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Sep 2016
Same period 2015 Same period 2014
Cloudera Impala
Rank 837 879 927
Rank change year-on-year
+42 +48
Permanent jobs citing Impala 59 62 42
As % of all permanent IT jobs located in the UK 0.062% 0.057% 0.037%
As % of the Database & Business Intelligence category 0.21% 0.19% 0.12%
Number of salaries quoted 40 58 42
Median salary £68,750 £71,250 £70,000
Median salary % change year-on-year
-3.50% +1.78%
90% offered a salary of more than £53,850 £57,000 £55,150
10% offered a salary of more than £105,500 £85,000 £85,750
UK excluding London median salary £60,000 £63,299 -
% change year-on-year
-5.21% -

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
28285 33356 35410
As % of all permanent IT jobs located in the UK 29.58% 30.81% 31.41%
Number of salaries quoted 24064 28214 29711
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 £67,500 £72,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +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 27 September 2016 within the UK.

Impala Salary Histogram in the UK

Impala
Top 17 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 27 September 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 +42 53 £68,750 -3.50% 6
London +25 41 £82,500 +13.79% 3
Glasgow - 6 - -
Scotland - 6 - -
West Midlands -15 5 - -
Warwickshire - 5 - -
Warwick - 5 - -
City of London +26 3 - - 1
Docklands, London - 3 - -
Oxfordshire - 3 £56,250 -
Bristol - 3 £60,000 -
South West - 3 £60,000 -
South East - 3 £56,250 -
Oxford - 2 £56,250 -
Norfolk - 1 £80,000 -
East of England - 1 £80,000 -
Norwich - 1 £80,000 -

Impala
Top 30 Related IT Skills

For the 6 months to 27 September 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.

1 144 (93.51%) Hadoop
2 126 (81.82%) Big Data
3 116 (75.32%) Apache Hive
4 108 (70.13%) SQL
4 108 (70.13%) Apache Spark
5 98 (63.64%) Python
6 90 (58.44%) Java
7 75 (48.70%) Analytics
7 75 (48.70%) Apache Pig
8 67 (43.51%) Analytical Skills
9 63 (40.91%) Visualisation
10 60 (38.96%) MongoDB
10 60 (38.96%) Finance
11 58 (37.66%) Business Intelligence
12 57 (37.01%) R
12 57 (37.01%) Data Analytics
13 56 (36.36%) Open Source
13 56 (36.36%) Data Analysis
14 52 (33.77%) Data Visualisation
15 47 (30.52%) Scala
15 47 (30.52%) Data Management
16 44 (28.57%) MapReduce
17 42 (27.27%) ETL
18 41 (26.62%) NoSQL
19 40 (25.97%) Apache Flume
19 40 (25.97%) Oozie
20 39 (25.32%) Tableau
20 39 (25.32%) HBase
20 39 (25.32%) Neo4j
21 37 (24.03%) Oracle

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
1 108 (70.13%) Apache Spark
2 75 (48.70%) Apache Pig
3 28 (18.18%) SAS
4 26 (16.88%) Apache
5 12 (7.79%) Elasticsearch
6 9 (5.84%) Apache Solr
Applications
1 3 (1.95%) Mathematica
2 1 (0.65%) MS Excel
2 1 (0.65%) MS PowerPoint
2 1 (0.65%) MS Visio
2 1 (0.65%) SPSS
Business Applications
1 2 (1.30%) SAP Oil and Gas
2 1 (0.65%) Dynamics AX
2 1 (0.65%) Dynamics NAV
2 1 (0.65%) Oracle Applications
Cloud Services
1 33 (21.43%) Amazon AWS
2 19 (12.34%) Amazon EC2
2 19 (12.34%) Amazon EMR
2 19 (12.34%) Amazon S3
3 4 (2.60%) Microsoft Azure
Communications & Networking
1 3 (1.95%) Kerberos
1 3 (1.95%) TCP/IP
2 2 (1.30%) Internet
3 1 (0.65%) HTTP
Database & Business Intelligence
1 144 (93.51%) Hadoop
2 126 (81.82%) Big Data
3 116 (75.32%) Apache Hive
4 60 (38.96%) MongoDB
5 41 (26.62%) NoSQL
6 39 (25.32%) HBase
6 39 (25.32%) Neo4j
7 37 (24.03%) PostgreSQL
8 34 (22.08%) Apache Cassandra
9 33 (21.43%) QlikView
10 28 (18.18%) Sqoop
11 24 (15.58%) Mahout
12 22 (14.29%) Amazon Redshift
12 22 (14.29%) SQL Server
13 19 (12.34%) Data Mining
14 17 (11.04%) MySQL
15 16 (10.39%) Parquet
16 12 (7.79%) Spotfire
17 11 (7.14%) Spark SQL
18 10 (6.49%) BusinessObjects XI
Development Applications
1 32 (20.78%) Git (software)
2 31 (20.13%) Jenkins
3 19 (12.34%) Vagrant
3 19 (12.34%) Yeoman
4 15 (9.74%) JIRA
5 13 (8.44%) Subversion
6 1 (0.65%) ANTLR
General
1 60 (38.96%) Finance
2 25 (16.23%) Banking
3 16 (10.39%) Retail
4 13 (8.44%) Telecoms
5 12 (7.79%) Manufacturing
6 11 (7.14%) Investment Banking
7 8 (5.19%) Marketing
8 4 (2.60%) Front Office
8 4 (2.60%) Law
9 3 (1.95%) Advertising
10 2 (1.30%) Automotive
10 2 (1.30%) Electronics
10 2 (1.30%) Games
11 1 (0.65%) Corporate Banking
11 1 (0.65%) Financial Institution
Job Titles
1 65 (42.21%) Developer
2 37 (24.03%) Big Data Developer
3 30 (19.48%) Data Scientist
4 25 (16.23%) Analyst
5 24 (15.58%) Data Analyst
6 21 (13.64%) Consultant
6 21 (13.64%) Data Consultant
7 18 (11.69%) Administrator
8 16 (10.39%) Java Developer
9 15 (9.74%) Hadoop Administrator
10 14 (9.09%) Data Engineer
10 14 (9.09%) Senior Developer
11 13 (8.44%) Analyst Developer
12 12 (7.79%) Hadoop Developer
12 12 (7.79%) Senior Big Data Developer
13 11 (7.14%) Big Data Consultant
13 11 (7.14%) Head of IT
14 10 (6.49%) Analytics Consultant
14 10 (6.49%) Data Analytics Consultant
14 10 (6.49%) Java Hadoop Developer
Libraries, Frameworks & Software Standards
1 36 (23.38%) D3.js
2 21 (13.64%) scikit-learn
3 19 (12.34%) Cascalog
3 19 (12.34%) Natural Language Processing
3 19 (12.34%) Pandas
3 19 (12.34%) SciPy
4 16 (10.39%) JSON
4 16 (10.39%) XML
5 15 (9.74%) LAPP Stack
6 13 (8.44%) HTML
6 13 (8.44%) Kafka
6 13 (8.44%) Spark Streaming
7 12 (7.79%) HTML5
8 11 (7.14%) Akka
9 5 (3.25%) .NET
9 5 (3.25%) Apache Camel
9 5 (3.25%) NumPy
9 5 (3.25%) Velocity
9 5 (3.25%) Web Services
10 3 (1.95%) ODBC
Miscellaneous
1 67 (43.51%) Analytical Skills
2 63 (40.91%) Visualisation
3 26 (16.88%) Computer Science
4 15 (9.74%) Market Risk
4 15 (9.74%) Mathematics
5 11 (7.14%) Management Information System
6 9 (5.84%) Algorithms
6 9 (5.84%) Data Integration
7 8 (5.19%) Replication
8 7 (4.55%) Statistics
9 6 (3.90%) Cybercrime
9 6 (3.90%) Physics
10 5 (3.25%) Credit Derivative
10 5 (3.25%) Credit Risk
10 5 (3.25%) Derivative
10 5 (3.25%) Equities
10 5 (3.25%) Foreign Exchange (FX)
11 3 (1.95%) Data Centre
11 3 (1.95%) Reference Data
12 2 (1.30%) Online Games
Operating Systems
1 31 (20.13%) Linux
2 3 (1.95%) Unix
Processes & Methodologies
1 75 (48.70%) Analytics
2 58 (37.66%) Business Intelligence
3 57 (37.01%) Data Analytics
4 56 (36.36%) Data Analysis
4 56 (36.36%) Open Source
5 52 (33.77%) Data Visualisation
6 47 (30.52%) Data Management
7 44 (28.57%) MapReduce
8 42 (27.27%) ETL
9 34 (22.08%) Machine Learning
10 31 (20.13%) Continuous Integration
11 28 (18.18%) Agile Software Development
12 27 (17.53%) Statistical Analysis
13 23 (14.94%) Unit Testing
14 21 (13.64%) Computer Vision
14 21 (13.64%) Sentiment Analysis
15 20 (12.99%) OO
15 20 (12.99%) User Stories
16 19 (12.34%) Statistical Modelling
16 19 (12.34%) Workflow
Programming Languages
1 108 (70.13%) SQL
2 98 (63.64%) Python
3 90 (58.44%) Java
4 57 (37.01%) R
5 47 (30.52%) Scala
6 27 (17.53%) Clojure
7 22 (14.29%) VBA
8 20 (12.99%) Bash Shell
9 19 (12.34%) Cypher
10 17 (11.04%) JavaScript
10 17 (11.04%) Shell Script
11 12 (7.79%) C
12 10 (6.49%) C#
13 9 (5.84%) MATLAB
14 8 (5.19%) C++
15 6 (3.90%) PHP
16 5 (3.25%) Ruby
17 3 (1.95%) F#
17 3 (1.95%) Haskell
18 2 (1.30%) Prolog
Qualifications
1 32 (20.78%) Degree
2 20 (12.99%) PhD
3 13 (8.44%) Security Cleared
4 7 (4.55%) DV Cleared
5 5 (3.25%) Postgraduate
Quality Assurance & Compliance
1 4 (2.60%) QA
2 3 (1.95%) Basel III
2 3 (1.95%) Dodd-Frank
3 1 (0.65%) IAS 39
System Software
1 40 (25.97%) Apache Flume
2 36 (23.38%) HDFS
3 19 (12.34%) Virtual Machines
3 19 (12.34%) VirtualBox
4 3 (1.95%) Docker
5 2 (1.30%) Apache ZooKeeper
5 2 (1.30%) GridGain
Systems Management
1 40 (25.97%) Oozie
2 29 (18.83%) Hadoop YARN
3 12 (7.79%) Rundeck
4 4 (2.60%) logstash
5 3 (1.95%) Kibana
6 1 (0.65%) Mesos
6 1 (0.65%) Puppet
6 1 (0.65%) Tivoli
Vendors
1 39 (25.32%) Tableau
2 37 (24.03%) Oracle
3 33 (21.43%) Cloudera
4 23 (14.94%) Hortonworks
4 23 (14.94%) MapR
5 18 (11.69%) TIBCO
6 9 (5.84%) Informatica
7 7 (4.55%) Actian
7 7 (4.55%) SAP
8 6 (3.90%) Cognos
8 6 (3.90%) Solace
9 3 (1.95%) Teradata
10 2 (1.30%) Greenplum
10 2 (1.30%) IBM
11 1 (0.65%) JD Edwards
11 1 (0.65%) Microsoft
11 1 (0.65%) Vertica
11 1 (0.65%) Zend
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