This document discusses big data and surveys. It notes that more data is now created and transferred daily than was stored in 1996. Big data brings challenges like testing hypotheses, requiring significant processing power and time. Surveys allow representative data collection from large populations in a structured way, though questions must be carefully designed to be actionable, differentiating, and linked to business outcomes. Building effective habits may take 2-8 months. The document explores possibilities with big data like predictive modeling and sentiment analysis and emphasizes the importance of employee engagement.
3. BIG DATA
3Copyright Triskelion Group 2016. All rights reserved.
More data has been
transferred in the last 1 sec
than all data stored in 1996
Velocity
5 exabytes (1Bn GB) are
being created every day
Volume
Surveys only 1 means of data
collection, wearables,
internet searches,
clickthroughs, etc.
Variety
Source: Big Data: The Management Revolution โ Harvard Business Review Oct 2010
4. BIG DATA, BIG PROBLEMS
4Copyright TriskelionGroup 2016. All rights reserved.
Hard to concretely
test hypotheses
Processing power
intensive
Time consuming
Correlation & Causation
Source: http://gizmodo.com/5977989/internet-explorer-
vs-murder-rate-will-be-your-favorite-chart-today
5. OTHER BIG DATA LIMITATIONS
5Copyright TriskelionGroup 2016. All rights reserved.
6. WHATโS GOOD ABOUT SURVEYS?
Relatively cheap to collect &
process data
Allows representative-ness for
large populations
High degree of control in
structuring data collection
Methodological techniques are
well-established, tradeoffs
(e.g. margin of error) are
mostly known
7. GOOD SURVEY QUESTIONS
7Copyright TriskelionGroup 2016. All rights reserved.
ACTIONABILITY:
e.g. Net Promoter Score
โข Single question with strong correlations to outcomes
that matter
โข What should you do to change it?
SORTING EFFECT:
Differentiates positive and negative outcomes
โข Bad question โI believe I am paid fairly at workโ
โข Good question โI have the opportunity to do what I do
best everydayโ
LINKED TO BUSINESS OUTCOMES
8. BEST PRACTICES IN SURVEY CONSTRUCTION
8Copyright TriskelionGroup 2016. All rights reserved.
Avoid loaded/leading words
Pay attention to question
ordering
Avoid non-specific questions (e.g..
The culture of my organisation is
the right one for the business
environment we are in)
No double-barreled questions
Use unbalanced scales carefully
(e.g. Strongly Disagree,
Moderately Disagree, Disagree,
Agree, Strongly Agree)
Question wording simple: โDo you
have a best friend at work?โ
9. Effective habit building: 2 โ 8 months*
* Source: Phillippa Lally et al, How are Habits Formed: Modelling Habit Formation in the Real
World, European Journal of Social Psychology, 16 Jul 2009