The following table provides summary statistics for permanent job vacancies with a requirement for Impala skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Impala over the 3 months to 22 June 2017 with a comparison to the same period in the previous 2 years.

Cloudera Impala
UK
3 months to
22 Jun 2017
Same period 2016 Same period 2015
Rank 781 851 919
Rank change year-on-year +70 +68  
Permanent jobs citing Impala 93 96 69
As % of all permanent IT jobs advertised in the UK 0.10% 0.097% 0.062%
As % of the Database & Business Intelligence category 0.34% 0.32% 0.19%
Number of salaries quoted 51 63 58
Median salary £62,500 £80,000 £70,000
Median salary % change year-on-year -21.87% +14.28%  
90% offered a salary of more than £45,000 £54,000 £57,500
10% offered a salary of more than £95,000 £119,000 £81,000
UK excluding London median salary £60,000 £54,500 £70,000
% change year-on-year +10.09% -22.14%  

Impala is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
UK
Permanent job vacancies with a requirement for database and business intelligence skills 27432 29570 36350
As % of all permanent IT job vacancies advertised in the UK 30.88% 29.98% 32.77%
Number of salaries quoted 23131 25206 30679
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26%  
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £75,000 £70,000 £72,500
UK excluding London median salary £42,500 £42,500 £41,500
% change year-on-year - +2.40%  

Impala
Job Vacancy Trend

The job posting trend of jobs advertised citing Impala as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

Job vacancy trend for Impala in the UK

Impala
Salary Trend

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

Salary trend for Impala in the UK

Impala
Salary Histogram

The salary distribution of IT jobs citing Impala over the 3 months to 22 June 2017.

Salary histogram for Impala in the UK

Impala
Top 28 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 22 June 2017. 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 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 +56 93 £62,500 -21.87% 16
London +35 51 £67,500 -18.18% 2
South East +55 16 £60,000 - 6
East of England +12 15 £42,500 -46.87% 3
Bedfordshire +28 12 £42,500 -1.16% 3
Luton +14 10 £42,500 -1.16% 3
Buckinghamshire +2 10 £100,000 - 5
Milton Keynes 0 10 £100,000 - 5
Cheshire - 9 £80,000 -
North West - 9 £80,000 -
City of London +23 4 £68,250 -35.00% 1
Berkshire - 4 £60,000 - 1
Knutsford - 4 - -
Reading - 3 - - 1
West End of London - 3 £57,500 -
Norwich 0 2 - -
South West -2 2 £60,000 +11.11% 1
Norfolk -5 2 - -
Surrey - 2 £48,750 -
Chester - 1 £55,000 -
Bristol - 1 £60,000 - 1
Wiltshire - 1 £60,000 -
Ipswich - 1 £42,500 -
Cobham - 1 £42,500 -
Staines - 1 £55,000 -
Malmesbury - 1 £60,000 -
Uxbridge - 1 - -
Suffolk - 1 £42,500 -

For the 6 months to 22 June 2017, 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.

1 146 (83.43%) Apache Spark
2 128 (73.14%) Hadoop
3 127 (72.57%) Big Data
4 119 (68.00%) Apache Hive
5 83 (47.43%) SQL
6 81 (46.29%) Python
7 71 (40.57%) Analytics
8 67 (38.29%) Amazon AWS
9 64 (36.57%) Java
10 63 (36.00%) Business Intelligence
11 61 (34.86%) Finance
12 60 (34.29%) Agile Software Development
13 59 (33.71%) HBase
14 55 (31.43%) MapReduce
15 53 (30.29%) Apache Pig
16 50 (28.57%) Kafka
17 45 (25.71%) SQL Server
18 42 (24.00%) MongoDB
19 41 (23.43%) HDFS
20 37 (21.14%) Cloudera
20 37 (21.14%) Banking
20 37 (21.14%) ETL
21 36 (20.57%) Data Analysis
22 35 (20.00%) Data Warehouse
22 35 (20.00%) Apache Cassandra
23 34 (19.43%) R
23 34 (19.43%) Tableau
24 33 (18.86%) Apache
24 33 (18.86%) Apache Flume
25 32 (18.29%) Oozie

Impala
Co-occurring 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
1 146 (83.43%) Apache Spark
2 53 (30.29%) Apache Pig
3 33 (18.86%) Apache
4 32 (18.29%) SAS
5 23 (13.14%) Elasticsearch
6 17 (9.71%) Apache Airflow
7 4 (2.29%) Apache Solr
8 3 (1.71%) Oracle SOA Suite
9 2 (1.14%) Mule
10 1 (0.57%) Oracle Coherence
Applications
1 10 (5.71%) Microsoft Excel
2 3 (1.71%) Microsoft PowerPoint
2 3 (1.71%) MS Visio
2 3 (1.71%) SPSS
Business Applications
1 4 (2.29%) Oracle Applications
2 1 (0.57%) Dynamics AX
2 1 (0.57%) Dynamics NAV
Cloud Services
1 67 (38.29%) Amazon AWS
2 21 (12.00%) Amazon Kinesis
3 9 (5.14%) Amazon EMR
4 5 (2.86%) Amazon EC2
4 5 (2.86%) Amazon S3
5 4 (2.29%) Google Cloud Platform
5 4 (2.29%) IaaS
5 4 (2.29%) Microsoft Azure
5 4 (2.29%) PaaS
5 4 (2.29%) SaaS
6 3 (1.71%) GitHub
7 1 (0.57%) AWS Lambda
7 1 (0.57%) Cloud Computing
Communications & Networking
1 11 (6.29%) Kerberos
2 8 (4.57%) TCP/IP
3 2 (1.14%) Broadband
4 1 (0.57%) Internet
4 1 (0.57%) LDAP
Database & Business Intelligence
1 128 (73.14%) Hadoop
2 127 (72.57%) Big Data
3 119 (68.00%) Apache Hive
4 59 (33.71%) HBase
5 45 (25.71%) SQL Server
6 42 (24.00%) MongoDB
7 35 (20.00%) Apache Cassandra
7 35 (20.00%) Data Warehouse
8 31 (17.71%) Pentaho
9 30 (17.14%) Relational Database
10 28 (16.00%) NoSQL
10 28 (16.00%) OLAP
10 28 (16.00%) PostgreSQL
11 27 (15.43%) Neo4j
12 25 (14.29%) RDBMS
13 24 (13.71%) Amazon Redshift
14 21 (12.00%) MySQL
15 20 (11.43%) Data Mining
15 20 (11.43%) MariaDB
16 18 (10.29%) Presto
Development Applications
1 16 (9.14%) Talend Open Studio
2 11 (6.29%) Git (software)
3 8 (4.57%) Jenkins
4 5 (2.86%) Vagrant
4 5 (2.86%) Yeoman
5 3 (1.71%) ERwin
5 3 (1.71%) JIRA
5 3 (1.71%) Subversion
6 1 (0.57%) JUnit
6 1 (0.57%) Maven
6 1 (0.57%) TestNG
General
1 61 (34.86%) Finance
2 37 (21.14%) Banking
3 21 (12.00%) Investment Banking
4 16 (9.14%) Marketing
5 9 (5.14%) Retail
6 4 (2.29%) Games
6 4 (2.29%) Telecoms
7 3 (1.71%) Electronics
7 3 (1.71%) Legal
7 3 (1.71%) Manufacturing
7 3 (1.71%) Spanish Language
8 1 (0.57%) Front Office
Job Titles
1 48 (27.43%) Data Engineer
2 44 (25.14%) Developer
3 24 (13.71%) Architect
4 21 (12.00%) Data Architect
5 20 (11.43%) Big Data Developer
6 17 (9.71%) Big Data Architect
6 17 (9.71%) Consultant
7 16 (9.14%) Big Data Engineer
7 16 (9.14%) Data Consultant
8 15 (8.57%) Software Engineer
9 14 (8.00%) Python Software Engineer
10 12 (6.86%) Data Manager
11 11 (6.29%) Scala Developer
12 9 (5.14%) Big Data Consultant
12 9 (5.14%) C++ Developer
12 9 (5.14%) Senior Data Engineer
13 8 (4.57%) Data Scientist
13 8 (4.57%) Investment Banking C++ Developer
13 8 (4.57%) Senior Developer
14 7 (4.00%) Data Analytics Manager
Libraries, Frameworks & Software Standards
1 50 (28.57%) Kafka
2 30 (17.14%) Web Services
3 17 (9.71%) Scrapy
4 14 (8.00%) .NET
5 13 (7.43%) GraphX
5 13 (7.43%) Serverless Framework
6 12 (6.86%) JSON
7 11 (6.29%) MLlib
7 11 (6.29%) scikit-learn
8 9 (5.14%) Apache Avro
9 8 (4.57%) STL
9 8 (4.57%) WPF
10 7 (4.00%) Natural Language Processing
10 7 (4.00%) REST
11 6 (3.43%) Java EE
11 6 (3.43%) RESTful
12 5 (2.86%) D3.js
12 5 (2.86%) ODBC
12 5 (2.86%) SciPy
12 5 (2.86%) XML
Miscellaneous
1 28 (16.00%) Analytical Skills
2 16 (9.14%) Computer Science
3 9 (5.14%) Data Structures
3 9 (5.14%) Foreign Exchange (FX)
4 6 (3.43%) Algorithms
4 6 (3.43%) Fintech
5 5 (2.86%) Hedge funds
6 4 (2.29%) Credit Risk
6 4 (2.29%) Cyberthreat
6 4 (2.29%) Data Centre
6 4 (2.29%) Greenfield Project
7 3 (1.71%) Linux Command Line
8 2 (1.14%) Reference Data
8 2 (1.14%) Smartphone
8 2 (1.14%) User Experience
9 1 (0.57%) Credit Derivative
9 1 (0.57%) Cybercrime
9 1 (0.57%) Derivative
9 1 (0.57%) Equities
9 1 (0.57%) Replication
Operating Systems
1 31 (17.71%) Linux
2 8 (4.57%) Unix
3 6 (3.43%) Windows
4 1 (0.57%) AIX
4 1 (0.57%) Mesosphere
4 1 (0.57%) Red Hat Enterprise Linux
Processes & Methodologies
1 71 (40.57%) Analytics
2 63 (36.00%) Business Intelligence
3 60 (34.29%) Agile Software Development
4 55 (31.43%) MapReduce
5 37 (21.14%) ETL
6 36 (20.57%) Data Analysis
7 31 (17.71%) Data Architecture
8 28 (16.00%) Data Modelling
9 26 (14.86%) Machine Learning
10 24 (13.71%) Microservices
11 22 (12.57%) Visualisation
12 20 (11.43%) Data Cleansing
12 20 (11.43%) SOA
13 19 (10.86%) Mathematics
13 19 (10.86%) Software Engineering
14 18 (10.29%) Data Management
15 17 (9.71%) Data Engineering
16 15 (8.57%) Data Integration
16 15 (8.57%) Experimental Design
16 15 (8.57%) Statistics
Programming Languages
1 83 (47.43%) SQL
2 81 (46.29%) Python
3 64 (36.57%) Java
4 34 (19.43%) R
5 24 (13.71%) Scala
6 15 (8.57%) C#
7 12 (6.86%) C++
8 10 (5.71%) Bash Shell
9 7 (4.00%) T-SQL
10 6 (3.43%) C
10 6 (3.43%) JavaScript
11 5 (2.86%) Clojure
11 5 (2.86%) Cypher
11 5 (2.86%) Shell Script
11 5 (2.86%) VBA
12 4 (2.29%) MATLAB
12 4 (2.29%) PHP
13 3 (1.71%) PHP 5
13 3 (1.71%) PHP 7
14 1 (0.57%) CQL
Qualifications
1 32 (18.29%) Degree
2 9 (5.14%) Numerate Degree
3 4 (2.29%) DV Cleared
3 4 (2.29%) PhD
3 4 (2.29%) Security Cleared
4 3 (1.71%) Computer Science Degree
5 2 (1.14%) CCA
5 2 (1.14%) Citrix Certification
5 2 (1.14%) MCSA
5 2 (1.14%) MCSD
5 2 (1.14%) Microsoft Certification
6 1 (0.57%) Postgraduate
Quality Assurance & Compliance
1 22 (12.57%) Data Quality
2 3 (1.71%) GCP
3 1 (0.57%) Basel III
3 1 (0.57%) Dodd-Frank
3 1 (0.57%) QA
3 1 (0.57%) Sarbanes-Oxley
System Software
1 41 (23.43%) HDFS
2 33 (18.86%) Apache Flume
3 5 (2.86%) Virtual Machines
3 5 (2.86%) VirtualBox
4 3 (1.71%) Apache ZooKeeper
5 2 (1.14%) Docker
6 1 (0.57%) Cronacle
Systems Management
1 32 (18.29%) Oozie
2 20 (11.43%) Kibana
3 2 (1.14%) Tivoli
4 1 (0.57%) Ambari
4 1 (0.57%) Control-M
4 1 (0.57%) Docker Swarm
4 1 (0.57%) Hadoop YARN
4 1 (0.57%) Kubernetes
4 1 (0.57%) Opscode Chef
4 1 (0.57%) Puppet
4 1 (0.57%) yum
Vendors
1 37 (21.14%) Cloudera
2 34 (19.43%) Tableau
3 24 (13.71%) TIBCO
4 16 (9.14%) Talend
5 14 (8.00%) Oracle
6 13 (7.43%) Microsoft
7 11 (6.29%) MicroStrategy
8 9 (5.14%) MapR
9 7 (4.00%) Informatica
10 6 (3.43%) Ab Initio
10 6 (3.43%) Hortonworks
10 6 (3.43%) IBM
11 4 (2.29%) SAP
12 3 (1.71%) Actian
12 3 (1.71%) Atlassian
12 3 (1.71%) CA Agile Central
12 3 (1.71%) Cisco
12 3 (1.71%) Cognos
12 3 (1.71%) Zend
13 2 (1.14%) Apigee
City, London
ANSON MCCADE
Salary: £45,000 - £130,000 + benefits
Posted: 3 days ago
Reading, Berkshire
Evolution Recruitment Solutions
Salary: 60,000 + Car + Benefits
Posted: 3 days ago
Whitehall, Bristol
Cabinet Office
Posted: 2 days ago
Milton Keynes, Buckinghamshire
Northern Recruitment Group
Salary: From £30,330 to £39,852 per annum
Posted: 6 days ago
Milton Keynes, Buckinghamshire
Northern Recruitment Group
Salary: From £32,893 to £44,289 per annum
Posted: 6 days ago
Milton Keynes, Buckinghamshire
Hudson IT
Salary: £90000 - £110000 per annum + Great bonus and benefits
Posted: 6 days ago
Edinburgh
OHO Group Ltd.
Salary: £40000 - £75000 per annum
Posted: 15 days ago
Luton
TUI Group Careers
Salary: Competitive
Posted: 15 days ago
Luton
TUI Group Careers
Salary: Competitive
Posted: 16 days ago
Luton
TUI Group Careers
Salary: Competitive
Posted: 16 days ago