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 6 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
6 May 2016
Same period 2015 Same period 2014
Cloudera Impala
Rank 820 900 953
Rank change year-on-year
+80 +53
Permanent jobs citing Impala 120 67 46
As % of all permanent IT jobs located in the UK 0.12% 0.061% 0.038%
As % of the Database & Business Intelligence category 0.38% 0.19% 0.12%
Number of salaries quoted 85 49 34
Median salary £65,000 £70,000 £60,000
Median salary % change year-on-year
-7.14% +16.66%
90% offered a salary of more than £53,100 £49,000 £43,000
10% offered a salary of more than £100,000 £87,000 £72,500
UK excluding London median salary £54,500 £61,250 £60,000
% change year-on-year
-11.02% +2.08%

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
31342 35412 38893
As % of all permanent IT jobs located in the UK 30.57% 32.05% 32.41%
Number of salaries quoted 26790 29892 33067
Median salary £50,000 £46,000 £45,000
Median salary % change year-on-year
+8.69% +2.22%
90% offered a salary of more than £32,500 £31,500 £30,000
10% offered a salary of more than £70,000 £67,500 £70,000
UK excluding London median salary £42,500 £40,500 £40,000
% change year-on-year
+4.93% +1.25%

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 6 May 2016 within the UK.

Impala Salary Histogram in the UK

Impala
Top 20 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 6 May 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 +59 115 £65,000 -7.14% 8
London +29 72 £70,000 -3.44% 7
West Midlands 0 16 £57,500 +76.92% 1
Warwickshire - 15 £57,500 - 1
Warwick - 15 £57,500 - 1
Gloucestershire - 12 £54,000 -
South West - 12 £54,000 -
Yorkshire +15 9 - -
Leeds +12 9 - -
West Yorkshire +12 9 - -
Gloucester - 7 £54,000 -
South East - 4 - -
Milton Keynes - 3 - -
Buckinghamshire - 3 - -
City of London +49 2 £105,000 +61.53% 1
Northamptonshire +10 1 - -
East Midlands +9 1 - -
Northampton +7 1 - -
Kent - 1 - -
Tunbridge Wells - 1 - -

Impala
Top 30 Related IT Skills

For the 6 months to 6 May 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.

1 215 (96.85%) Hadoop
2 208 (93.69%) Apache Hive
3 202 (90.99%) Big Data
4 159 (71.62%) Apache Spark
5 154 (69.37%) Java
6 139 (62.61%) SQL
7 126 (56.76%) Apache Pig
8 125 (56.31%) Python
9 107 (48.20%) Business Intelligence
9 107 (48.20%) MapReduce
10 98 (44.14%) ETL
11 94 (42.34%) Analytics
12 90 (40.54%) Apache Flume
13 89 (40.09%) Data Management
14 88 (39.64%) Open Source
15 87 (39.19%) Cloudera
16 81 (36.49%) Apache Cassandra
17 77 (34.68%) MongoDB
18 74 (33.33%) Hortonworks
19 72 (32.43%) HDFS
19 72 (32.43%) PostgreSQL
20 71 (31.98%) Sqoop
21 69 (31.08%) HBase
22 68 (30.63%) MapR
23 67 (30.18%) NoSQL
24 66 (29.73%) Oozie
25 65 (29.28%) Data Analytics
26 63 (28.38%) Analytical Skills
27 61 (27.48%) Scala
28 60 (27.03%) Linux

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
1 159 (71.62%) Apache Spark
2 126 (56.76%) Apache Pig
3 58 (26.13%) Apache
4 35 (15.77%) SAS
5 28 (12.61%) Elasticsearch
6 22 (9.91%) Apache Solr
Business Applications
1 7 (3.15%) SAP Oil and Gas
Cloud Services
1 38 (17.12%) Amazon AWS
2 23 (10.36%) Amazon EMR
3 22 (9.91%) Amazon EC2
4 21 (9.46%) Amazon S3
5 1 (0.45%) Amazon Kinesis
5 1 (0.45%) Cloud Computing
Communications & Networking
1 4 (1.80%) Internet
1 4 (1.80%) Kerberos
Database & Business Intelligence
1 215 (96.85%) Hadoop
2 208 (93.69%) Apache Hive
3 202 (90.99%) Big Data
4 81 (36.49%) Apache Cassandra
5 77 (34.68%) MongoDB
6 72 (32.43%) PostgreSQL
7 71 (31.98%) Sqoop
8 69 (31.08%) HBase
9 67 (30.18%) NoSQL
10 59 (26.58%) SQL Server
11 40 (18.02%) Neo4j
12 30 (13.51%) Spark SQL
13 28 (12.61%) Data Warehouse
14 27 (12.16%) QlikView
15 26 (11.71%) Mahout
16 24 (10.81%) Riak
17 18 (8.11%) Amazon Redshift
18 17 (7.66%) Data Mining
19 13 (5.86%) MySQL
19 13 (5.86%) Parquet
Development Applications
1 22 (9.91%) Git (software)
2 20 (9.01%) Jenkins
2 20 (9.01%) Vagrant
2 20 (9.01%) Yeoman
3 13 (5.86%) Talend Open Studio
4 1 (0.45%) ANTLR
General
1 49 (22.07%) Finance
2 26 (11.71%) Retail
3 25 (11.26%) Telecoms
4 20 (9.01%) Banking
5 18 (8.11%) Manufacturing
6 15 (6.76%) Marketing
7 8 (3.60%) Electronics
8 4 (1.80%) Investment Banking
9 2 (0.90%) Automotive
10 1 (0.45%) Games
10 1 (0.45%) Law
10 1 (0.45%) Legal
10 1 (0.45%) Pharmaceutical
Job Titles
1 65 (29.28%) Developer
2 50 (22.52%) Administrator
3 47 (21.17%) Hadoop Administrator
4 46 (20.72%) Big Data Developer
5 36 (16.22%) Data Scientist
6 35 (15.77%) Hadoop Engineer
7 29 (13.06%) Hadoop Developer
8 28 (12.61%) Consultant
8 28 (12.61%) Data Consultant
9 27 (12.16%) Java Developer
10 25 (11.26%) Java Engineer
11 22 (9.91%) Data Engineer
12 21 (9.46%) Java Hadoop Developer
13 19 (8.56%) Big Data Engineer
14 16 (7.21%) Analyst
14 16 (7.21%) Big Data Consultant
14 16 (7.21%) Data Analyst
15 12 (5.41%) Analyst Developer
15 12 (5.41%) Architect
15 12 (5.41%) Data Analytics Consultant
Libraries, Frameworks & Software Standards
1 47 (21.17%) LAPP Stack
2 28 (12.61%) D3.js
3 24 (10.81%) Kafka
4 23 (10.36%) scikit-learn
5 20 (9.01%) Cascalog
5 20 (9.01%) Pandas
5 20 (9.01%) SciPy
6 18 (8.11%) Natural Language Processing
7 17 (7.66%) Web Services
8 14 (6.31%) XML
9 13 (5.86%) JSON
9 13 (5.86%) Velocity
10 12 (5.41%) Spark Streaming
11 7 (3.15%) Spring
12 5 (2.25%) Apache Camel
12 5 (2.25%) NumPy
13 3 (1.35%) ODBC
13 3 (1.35%) SAP XI
14 2 (0.90%) HTML5
14 2 (0.90%) Twitter Bootstrap
Miscellaneous
1 63 (28.38%) Analytical Skills
2 48 (21.62%) Visualisation
3 22 (9.91%) Computer Science
4 16 (7.21%) Management Information System
5 10 (4.50%) Mathematics
5 10 (4.50%) Statistics
6 8 (3.60%) Algorithms
6 8 (3.60%) Data Integration
7 7 (3.15%) Cybercrime
8 4 (1.80%) Data Centre
8 4 (1.80%) Physics
9 3 (1.35%) Replication
10 2 (0.90%) Credit Risk
10 2 (0.90%) Economics
10 2 (0.90%) Life Science
11 1 (0.45%) Data Structures
11 1 (0.45%) Fintech
11 1 (0.45%) FMCG
11 1 (0.45%) Online Games
Operating Systems
1 60 (27.03%) Linux
2 3 (1.35%) Unix
3 1 (0.45%) Red Hat Enterprise Linux
Processes & Methodologies
1 107 (48.20%) Business Intelligence
1 107 (48.20%) MapReduce
2 98 (44.14%) ETL
3 94 (42.34%) Analytics
4 89 (40.09%) Data Management
5 88 (39.64%) Open Source
6 65 (29.28%) Data Analytics
7 51 (22.97%) Performance Tuning
8 39 (17.57%) Data Visualisation
9 38 (17.12%) Machine Learning
10 36 (16.22%) Data Analysis
11 34 (15.32%) Software Engineering
12 27 (12.16%) Mentoring
13 24 (10.81%) Statistical Analysis
14 22 (9.91%) Big Data Analytics
15 21 (9.46%) Continuous Integration
16 20 (9.01%) User Stories
17 19 (8.56%) Agile Software Development
17 19 (8.56%) Data Munging
18 18 (8.11%) Unit Testing
Programming Languages
1 154 (69.37%) Java
2 139 (62.61%) SQL
3 125 (56.31%) Python
4 61 (27.48%) Scala
5 55 (24.77%) R
6 53 (23.87%) Shell Script
7 23 (10.36%) Clojure
8 22 (9.91%) Bash Shell
9 21 (9.46%) VBA
10 17 (7.66%) MATLAB
11 14 (6.31%) JavaScript
12 10 (4.50%) C
13 9 (4.05%) C++
14 2 (0.90%) PHP
14 2 (0.90%) Ruby
15 1 (0.45%) ANSI SQL
15 1 (0.45%) C#
15 1 (0.45%) HiveQL
15 1 (0.45%) Perl
Qualifications
1 60 (27.03%) Degree
2 23 (10.36%) PhD
3 13 (5.86%) Security Cleared
4 6 (2.70%) DV Cleared
5 1 (0.45%) SC Cleared
Quality Assurance & Compliance
1 10 (4.50%) Data Quality
2 2 (0.90%) QA
System Software
1 90 (40.54%) Apache Flume
2 72 (32.43%) HDFS
3 20 (9.01%) VirtualBox
4 2 (0.90%) Apache ZooKeeper
Systems Management
1 66 (29.73%) Oozie
2 54 (24.32%) Hadoop YARN
3 8 (3.60%) Puppet
4 4 (1.80%) Ansible
4 4 (1.80%) logstash
4 4 (1.80%) Mesos
4 4 (1.80%) Opscode Chef
Vendors
1 87 (39.19%) Cloudera
2 74 (33.33%) Hortonworks
3 68 (30.63%) MapR
4 37 (16.67%) Oracle
5 28 (12.61%) Tableau
6 26 (11.71%) Informatica
7 16 (7.21%) Teradata
8 13 (5.86%) Talend
9 12 (5.41%) TIBCO
10 10 (4.50%) Netezza
10 10 (4.50%) SAP
11 8 (3.60%) Ab Initio
12 7 (3.15%) Greenplum
12 7 (3.15%) IBM
13 6 (2.70%) Cognos
14 4 (1.80%) RapidMiner
14 4 (1.80%) Vertica
15 3 (1.35%) MicroStrategy
15 3 (1.35%) SaltStack
16 1 (0.45%) Red Hat
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