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 28 May 2017 with a comparison to the same period in the previous 2 years.

Cloudera Impala
UK
3 months to
28 May 2017
Same period 2016 Same period 2015
Rank 780 810 909
Rank change year-on-year +30 +99  
Permanent jobs citing Impala 78 108 65
As % of all permanent IT jobs advertised in the UK 0.092% 0.11% 0.060%
As % of the Database & Business Intelligence category 0.29% 0.36% 0.19%
Number of salaries quoted 48 74 51
Median salary £68,250 £65,000 £70,000
Median salary % change year-on-year +5.00% -7.14%  
90% offered a salary of more than £50,250 £54,000 £57,500
10% offered a salary of more than £83,000 £105,000 £80,000
UK excluding London median salary £55,000 £54,500 £67,500
% change year-on-year +0.91% -19.25%  

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 26621 30191 35083
As % of all permanent IT job vacancies advertised in the UK 31.32% 30.28% 32.45%
Number of salaries quoted 22556 25805 29595
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 £31,523
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 28 May 2017.

Salary histogram for Impala in the UK

Impala
Top 26 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 28 May 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 +43 78 £68,250 +5.00% 8
London +35 48 £70,000 -14.89% 2
North West - 12 £70,000 - 1
Cheshire - 11 £80,000 - 1
South East +74 9 £48,750 - 3
East of England +7 8 £42,500 -1.16% 1
City of London +34 5 £68,250 -35.00%
Bedfordshire +27 5 £42,500 -1.16%
Buckinghamshire +6 5 - - 2
Milton Keynes 0 5 - - 2
Knutsford - 4 - -
Luton +18 3 £42,500 -1.16%
Chester - 3 £55,000 - 1
Berkshire - 2 - - 1
Surrey - 2 £48,750 -
Reading - 2 - - 1
West End of London - 2 £57,500 -
Norwich - 2 - - 1
Norfolk - 2 - - 1
South West -11 1 £60,000 +11.11% 1
Bristol - 1 £60,000 -
Ipswich - 1 £42,500 -
Cobham - 1 £42,500 -
Staines - 1 £55,000 -
Uxbridge - 1 - -
Suffolk - 1 £42,500 -

For the 6 months to 28 May 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.

1 148 (84.09%) Apache Spark
2 136 (77.27%) Hadoop
3 128 (72.73%) Big Data
4 111 (63.07%) Apache Hive
5 85 (48.30%) SQL
6 84 (47.73%) Python
7 71 (40.34%) Java
8 69 (39.20%) Finance
9 67 (38.07%) Amazon AWS
10 66 (37.50%) HBase
11 65 (36.93%) Analytics
12 63 (35.80%) Apache Pig
12 63 (35.80%) MapReduce
12 63 (35.80%) Business Intelligence
13 58 (32.95%) Agile Software Development
14 52 (29.55%) Kafka
15 50 (28.41%) SQL Server
16 48 (27.27%) MongoDB
17 42 (23.86%) Banking
18 41 (23.30%) Apache Cassandra
19 37 (21.02%) HDFS
20 36 (20.45%) Pentaho
20 36 (20.45%) ETL
21 35 (19.89%) Linux
21 35 (19.89%) Neo4j
21 35 (19.89%) Apache Flume
22 34 (19.32%) Tableau
22 34 (19.32%) R
22 34 (19.32%) Data Analysis
22 34 (19.32%) Web Services

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
1 148 (84.09%) Apache Spark
2 63 (35.80%) Apache Pig
3 32 (18.18%) SAS
4 30 (17.05%) Apache
5 22 (12.50%) Elasticsearch
6 17 (9.66%) Apache Airflow
7 4 (2.27%) Apache Solr
8 2 (1.14%) Mule
8 2 (1.14%) Oracle SOA Suite
9 1 (0.57%) Oracle Coherence
Applications
1 10 (5.68%) Microsoft Excel
2 3 (1.70%) Microsoft PowerPoint
2 3 (1.70%) MS Visio
2 3 (1.70%) SPSS
Business Applications
1 4 (2.27%) Oracle Applications
2 1 (0.57%) Dynamics AX
2 1 (0.57%) Dynamics NAV
Cloud Services
1 67 (38.07%) Amazon AWS
2 18 (10.23%) Amazon Kinesis
3 6 (3.41%) Amazon EMR
4 5 (2.84%) Amazon EC2
4 5 (2.84%) Amazon S3
5 4 (2.27%) Microsoft Azure
6 3 (1.70%) GitHub
6 3 (1.70%) Google Cloud Platform
6 3 (1.70%) IaaS
6 3 (1.70%) PaaS
6 3 (1.70%) SaaS
7 1 (0.57%) AWS Lambda
7 1 (0.57%) Cloud Computing
Communications & Networking
1 13 (7.39%) TCP/IP
2 10 (5.68%) Kerberos
3 2 (1.14%) Broadband
4 1 (0.57%) Internet
4 1 (0.57%) LDAP
Database & Business Intelligence
1 136 (77.27%) Hadoop
2 128 (72.73%) Big Data
3 111 (63.07%) Apache Hive
4 66 (37.50%) HBase
5 50 (28.41%) SQL Server
6 48 (27.27%) MongoDB
7 41 (23.30%) Apache Cassandra
8 36 (20.45%) Pentaho
9 35 (19.89%) Neo4j
10 32 (18.18%) Data Warehouse
11 30 (17.05%) Relational Database
12 28 (15.91%) PostgreSQL
13 27 (15.34%) OLAP
14 26 (14.77%) NoSQL
15 25 (14.20%) RDBMS
16 21 (11.93%) Data Mining
16 21 (11.93%) MySQL
17 20 (11.36%) Amazon Redshift
17 20 (11.36%) MariaDB
18 18 (10.23%) Sqoop
Development Applications
1 13 (7.39%) Talend Open Studio
2 11 (6.25%) Git (software)
3 8 (4.55%) Jenkins
4 5 (2.84%) Vagrant
4 5 (2.84%) Yeoman
5 3 (1.70%) ERwin
5 3 (1.70%) JIRA
5 3 (1.70%) Subversion
6 2 (1.14%) Toad
7 1 (0.57%) JUnit
7 1 (0.57%) Maven
7 1 (0.57%) MSI
7 1 (0.57%) TestNG
General
1 69 (39.20%) Finance
2 42 (23.86%) Banking
3 28 (15.91%) Investment Banking
4 17 (9.66%) Marketing
5 5 (2.84%) Retail
6 4 (2.27%) Electronics
7 3 (1.70%) Legal
7 3 (1.70%) Manufacturing
7 3 (1.70%) Telecoms
8 1 (0.57%) Corporate Banking
8 1 (0.57%) Financial Institution
8 1 (0.57%) Front Office
8 1 (0.57%) Games
Job Titles
1 49 (27.84%) Data Engineer
2 48 (27.27%) Developer
3 28 (15.91%) Architect
4 24 (13.64%) Big Data Developer
4 24 (13.64%) Data Architect
5 19 (10.80%) Consultant
6 18 (10.23%) Big Data Architect
6 18 (10.23%) Data Consultant
7 17 (9.66%) Big Data Engineer
8 15 (8.52%) Big Data Consultant
8 15 (8.52%) Software Engineer
9 14 (7.95%) C++ Developer
9 14 (7.95%) Python Software Engineer
10 13 (7.39%) Investment Banking C++ Developer
11 11 (6.25%) Senior Developer
12 10 (5.68%) Scala Developer
13 9 (5.11%) Data Scientist
13 9 (5.11%) Senior Big Data Developer
14 8 (4.55%) Senior Data Engineer
15 7 (3.98%) Apache Spark Developer
Libraries, Frameworks & Software Standards
1 52 (29.55%) Kafka
2 34 (19.32%) Web Services
3 18 (10.23%) .NET
4 17 (9.66%) Scrapy
5 13 (7.39%) GraphX
5 13 (7.39%) Serverless Framework
5 13 (7.39%) STL
5 13 (7.39%) WPF
6 10 (5.68%) Java EE
7 8 (4.55%) MLlib
7 8 (4.55%) scikit-learn
8 7 (3.98%) JSON
8 7 (3.98%) Natural Language Processing
9 5 (2.84%) Cascalog
9 5 (2.84%) D3.js
9 5 (2.84%) ODBC
9 5 (2.84%) Pandas
9 5 (2.84%) RESTful
9 5 (2.84%) SciPy
10 4 (2.27%) XML
Miscellaneous
1 21 (11.93%) Analytical Skills
2 18 (10.23%) Computer Science
3 10 (5.68%) Data Structures
4 8 (4.55%) Algorithms
5 6 (3.41%) Fintech
6 5 (2.84%) Hedge funds
7 4 (2.27%) Credit Risk
7 4 (2.27%) Data Centre
7 4 (2.27%) Greenfield Project
7 4 (2.27%) Replication
8 3 (1.70%) Linux Command Line
8 3 (1.70%) Smartphone
9 2 (1.14%) Cyberthreat
9 2 (1.14%) Foreign Exchange (FX)
9 2 (1.14%) Reference Data
9 2 (1.14%) User Experience
10 1 (0.57%) Credit Derivative
10 1 (0.57%) Derivative
10 1 (0.57%) Equities
Operating Systems
1 35 (19.89%) Linux
2 8 (4.55%) Unix
3 6 (3.41%) Windows
4 1 (0.57%) AIX
4 1 (0.57%) Mesosphere
4 1 (0.57%) Red Hat Enterprise Linux
Processes & Methodologies
1 65 (36.93%) Analytics
2 63 (35.80%) Business Intelligence
2 63 (35.80%) MapReduce
3 58 (32.95%) Agile Software Development
4 36 (20.45%) ETL
5 34 (19.32%) Data Analysis
6 30 (17.05%) Data Architecture
7 26 (14.77%) Data Modelling
8 24 (13.64%) Microservices
9 20 (11.36%) Data Cleansing
9 20 (11.36%) Software Engineering
10 19 (10.80%) Data Integration
10 19 (10.80%) Data Management
10 19 (10.80%) SOA
11 18 (10.23%) Unit Testing
12 17 (9.66%) Data Engineering
12 17 (9.66%) Mathematics
12 17 (9.66%) TDD
12 17 (9.66%) Visualisation
13 16 (9.09%) Machine Learning
Programming Languages
1 85 (48.30%) SQL
2 84 (47.73%) Python
3 71 (40.34%) Java
4 34 (19.32%) R
5 21 (11.93%) Scala
6 20 (11.36%) C#
7 18 (10.23%) C++
8 9 (5.11%) Bash Shell
9 7 (3.98%) T-SQL
10 6 (3.41%) C
11 5 (2.84%) Clojure
11 5 (2.84%) Cypher
11 5 (2.84%) JavaScript
11 5 (2.84%) Shell Script
11 5 (2.84%) VBA
12 4 (2.27%) PHP
13 3 (1.70%) PHP 5
13 3 (1.70%) PHP 7
14 1 (0.57%) HiveQL
14 1 (0.57%) Perl
Qualifications
1 30 (17.05%) Degree
2 5 (2.84%) Numerate Degree
3 4 (2.27%) Computer Science Degree
3 4 (2.27%) PhD
4 2 (1.14%) CCA
4 2 (1.14%) Citrix Certification
4 2 (1.14%) DV Cleared
4 2 (1.14%) MCSA
4 2 (1.14%) MCSD
4 2 (1.14%) Microsoft Certification
4 2 (1.14%) Security Cleared
5 1 (0.57%) Postgraduate
Quality Assurance & Compliance
1 19 (10.80%) Data Quality
2 2 (1.14%) 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 37 (21.02%) HDFS
2 35 (19.89%) Apache Flume
3 6 (3.41%) Virtual Machines
4 5 (2.84%) VirtualBox
5 3 (1.70%) Apache ZooKeeper
5 3 (1.70%) Docker
6 1 (0.57%) Cronacle
Systems Management
1 31 (17.61%) Oozie
2 19 (10.80%) Kibana
3 2 (1.14%) Hadoop YARN
3 2 (1.14%) Opscode Chef
3 2 (1.14%) Puppet
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%) Kubernetes
4 1 (0.57%) yum
Vendors
1 34 (19.32%) Tableau
2 32 (18.18%) TIBCO
3 31 (17.61%) Cloudera
4 15 (8.52%) Oracle
5 13 (7.39%) Microsoft
5 13 (7.39%) Talend
6 9 (5.11%) MicroStrategy
7 8 (4.55%) Informatica
8 7 (3.98%) MapR
9 6 (3.41%) IBM
10 5 (2.84%) Ab Initio
11 4 (2.27%) Hortonworks
12 3 (1.70%) Actian
12 3 (1.70%) CA Agile Central
12 3 (1.70%) Cisco
12 3 (1.70%) Cognos
12 3 (1.70%) SAP
12 3 (1.70%) Teradata
12 3 (1.70%) Zend
13 2 (1.14%) CA
Milton Keynes, Buckinghamshire
Source Technology
Salary: From £30,000 to £40,000 per annum + bonus package
Posted: 20 hours ago
London
Parallel Consulting
Salary: £60000 - £75000 per annum + bonus, pension, shares
Posted: Yesterday
London
Morgan Mckinley
Salary: £56000 per annum
Posted: 3 days ago
Chester, Cheshire
Searchability
Salary: £50000 - £60000 per annum + Benefits
Posted: 4 days ago
Cheltenham, Gloucestershire
Searchability
Salary: £55000 - £75000 per annum + Benefits
Posted: 4 days ago