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Wake up happy
Consumer habits and what we can learn from them
EDWARD CROOK / BRANDWATCH RESEARCH SERVICES
BRANDWATCH.COM
What we’ll cover
Insights from the Brandwatch Research team. All analysis conducted using Brandwatch Analytics.
• Scheduling content and understanding your audience
• Going beyond sentiment analysis
• Mapping attributes in your industry
Waking up
BRANDWATCH.COM
When are we waking up?
BRANDWATCH.COM
• US tweets around waking up
(first person, present tense).
• Time zones taken into
account.
• Mon-Fri: first peak at 7am.
• Sat-Sun: peaks at 9-10am.
• Net sentiment lowest before
7am.
0
0.02
0.04
0.06
0.08
0.1
0.12
0.14
0.16
MentionFrequency(%)
Time (minutes)
60 per. Mov. Avg. (Negative)
60 per. Mov. Avg. (Neutral)
60 per. Mov. Avg. (Positive)
How do we feel?
BRANDWATCH.COM
-1.7
0.2
-10
-5
0
5
10
Male Female
%CATEGORIZEDMENTIONS
AUTHOR GENDER
WAKING UP SENTIMENT BY AUTHOR
GENDER
Positive Negative Net Sentiment
-10
-5
0
5
10
Sales/Marketing/PR
Teacher&Lecturer
Journalist
Softwaredeveloper&IT
Sportpersons&Trainer
Artist
Executive
Student
Legal
Healthpractitioner
Scientist&Researcher
Politician
%CATEGORIZEDMENTIONS
AUTHOR GENDER
WAKING UP SENTIMENT BY AUTHOR PROFESSION
Positive Negative Net Sentiment
• Female authors are more upbeat in the mornings.
• Politicians, scientists and researchers are the most pessimistic around waking up.
BRANDWATCH.COM
So what / now what?
• Scheduling: Brandwatch Analytics to track online
discussion (Twitter and beyond) over an average
day/week. When should your social care team be
online? Is your team aligned with customer
demand?
• Content: how do your customers feel and how
does this change over time? Which tone will best
resonate with your audience at various points
during the day?
Author experience
BRANDWATCH.COM
When I wake up…
BRANDWATCH.COM
Negative
Neutral
Positive
Automated sentiment is
not always useful
When I wake up…
BRANDWATCH.COM
Negative
Neutral
Positive
Do / have
Want
Feel
Do / have
Want
Feel
Do / have
Want
Feel
When I wake up…
BRANDWATCH.COM
Negative
Neutral
Positive
Do / have
Want
Feel
Do / have
Want
Feel
Do / have
Want
Feel
When I wake up…
BRANDWATCH.COM
NeutralManually Coded
Random Sample
When I wake up…
BRANDWATCH.COM
Shopping Neutral
TWITTER
“Get dressed, have
breakfast and then get to
go shopping :D. ”
FORUM
“When I wake up I have to
rush to h&m in the morning
to buy a T-shirt because
I’m that disorganized…”
When I wake up…
BRANDWATCH.COM
Wellbeing Neutral
BLOG
“I take the medication with
aloe water before bed and
I am starting to feel better
in the mornings…”
FORUM
“The pain kicks in and I
need more encouragement
to start my morning
routine. ”
When I wake up…
BRANDWATCH.COM
Hunger Neutral
TWITTER
“I’m going to make the
world’s best pancakes! ”
TWITTER
“Why does no one do
breakfast delivery in my
area? ”
BRANDWATCH.COM
So what / now what?
• Beyond sentiment: consider category options
beyond positive/neutral/negative. Random
samples can provide more granular consumer
insight.
• Semi-structured: rather than a purely top-down
approach, allow some topics/categories to
emerge organically from the data.
What’s for
Breakfast?
BRANDWATCH.COM
Who’s having what?
BRANDWATCH.COM
• Baked goods, meats and eggs the most mentioned products.
• Eggs and meats the most male-skewed products. Fruits and yogurts have the largest
female skew.
(2,679,519 mentions, Jan 2014 – April 2016, gender calculated for full data set based on Twitter gender ratios).
0
10
20
30
40
50
Baked goods Meats Eggs Cereals Fruits Yogurts No Breakfast Shakes
%TOTALBREAKFAST
NARRATIVES
BREAKFAST FOODS
BREAKFAST FOOD DISCUSSION VOLUMES
Male
Female
Breakfast set up
BRANDWATCH.COM
HEAVY
LIGHT
UNHEALTHY
HEALTHY
MEAGER
HEARTYINDULGENT
CONTROLLE
D
• Query to capture all first
person breakfast
narratives in the US, back
to 2014.
• Rules and categories for
common food types and
attitude dichotomies.
• Data exports ‘normalized’
(0,0 in grid represents the
mean average).
Breakfast attitudes 2014-2015
BRANDWATCH.COM
Baked Goods
Meats
Eggs
Cereals
Fruits
Yogurts
No Breakfast
April 2014 – March 2015
HEAVY
LIGHT
UNHEALTHY
HEALTHY
“ Just had a massive
breakfast. Eggs, bacon,
toast, coffee, jam. I’m going
to be massive… ”
Twitter
“ Favorite to-go breakfast:
Smoked haddock fillet with
2 poached or boiled eggs
and spinach, and half a
grapefruit. ”
Forum
(1,620,593 mentions, April 2014 – March 2015)
BRANDWATCH.COM
Baked Goods
Meats
Eggs
Cereals
Fruits
Yogurts
No Breakfast
April 2015 – March 2016
Breakfast attitudes 2015-2016
HEAVY
LIGHT
UNHEALTHY
HEALTHY
• Baked goods considered
more indulgent but still
popular.
• Cereals considered less
healthy and less of a
talking point.
• Yogurt more strongly
differentiated as a light
option.
(1,648,904 mentions, April 2015 – March 2016)
BRANDWATCH.COM
So what / now what?
• Categories: map brands or products
dichotomies. Understand where you sit relative
to competitors.
• Opportunities: spot potential gaps in the
market.
• Detractors: locate rejecters (“no breakfast”)
and assess whether/how they might be
converted.
• Trends: map categories over time to
understand how attitudes evolve and anticipate
future trends.
Email edwardc@brandwatch.com
Office (001) 347 586 5158
Twitter @ed_crook
Edward Crook
Brandwatch Research Services
BRANDWATCH.COM

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Wake up happy: Consumer habits, and what we can learn from them

  • 1. Wake up happy Consumer habits and what we can learn from them EDWARD CROOK / BRANDWATCH RESEARCH SERVICES
  • 2. BRANDWATCH.COM What we’ll cover Insights from the Brandwatch Research team. All analysis conducted using Brandwatch Analytics. • Scheduling content and understanding your audience • Going beyond sentiment analysis • Mapping attributes in your industry
  • 4. When are we waking up? BRANDWATCH.COM • US tweets around waking up (first person, present tense). • Time zones taken into account. • Mon-Fri: first peak at 7am. • Sat-Sun: peaks at 9-10am. • Net sentiment lowest before 7am. 0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 MentionFrequency(%) Time (minutes) 60 per. Mov. Avg. (Negative) 60 per. Mov. Avg. (Neutral) 60 per. Mov. Avg. (Positive)
  • 5. How do we feel? BRANDWATCH.COM -1.7 0.2 -10 -5 0 5 10 Male Female %CATEGORIZEDMENTIONS AUTHOR GENDER WAKING UP SENTIMENT BY AUTHOR GENDER Positive Negative Net Sentiment -10 -5 0 5 10 Sales/Marketing/PR Teacher&Lecturer Journalist Softwaredeveloper&IT Sportpersons&Trainer Artist Executive Student Legal Healthpractitioner Scientist&Researcher Politician %CATEGORIZEDMENTIONS AUTHOR GENDER WAKING UP SENTIMENT BY AUTHOR PROFESSION Positive Negative Net Sentiment • Female authors are more upbeat in the mornings. • Politicians, scientists and researchers are the most pessimistic around waking up.
  • 6. BRANDWATCH.COM So what / now what? • Scheduling: Brandwatch Analytics to track online discussion (Twitter and beyond) over an average day/week. When should your social care team be online? Is your team aligned with customer demand? • Content: how do your customers feel and how does this change over time? Which tone will best resonate with your audience at various points during the day?
  • 8. When I wake up… BRANDWATCH.COM Negative Neutral Positive Automated sentiment is not always useful
  • 9. When I wake up… BRANDWATCH.COM Negative Neutral Positive Do / have Want Feel Do / have Want Feel Do / have Want Feel
  • 10. When I wake up… BRANDWATCH.COM Negative Neutral Positive Do / have Want Feel Do / have Want Feel Do / have Want Feel
  • 11. When I wake up… BRANDWATCH.COM NeutralManually Coded Random Sample
  • 12. When I wake up… BRANDWATCH.COM Shopping Neutral TWITTER “Get dressed, have breakfast and then get to go shopping :D. ” FORUM “When I wake up I have to rush to h&m in the morning to buy a T-shirt because I’m that disorganized…”
  • 13. When I wake up… BRANDWATCH.COM Wellbeing Neutral BLOG “I take the medication with aloe water before bed and I am starting to feel better in the mornings…” FORUM “The pain kicks in and I need more encouragement to start my morning routine. ”
  • 14. When I wake up… BRANDWATCH.COM Hunger Neutral TWITTER “I’m going to make the world’s best pancakes! ” TWITTER “Why does no one do breakfast delivery in my area? ”
  • 15. BRANDWATCH.COM So what / now what? • Beyond sentiment: consider category options beyond positive/neutral/negative. Random samples can provide more granular consumer insight. • Semi-structured: rather than a purely top-down approach, allow some topics/categories to emerge organically from the data.
  • 17. Who’s having what? BRANDWATCH.COM • Baked goods, meats and eggs the most mentioned products. • Eggs and meats the most male-skewed products. Fruits and yogurts have the largest female skew. (2,679,519 mentions, Jan 2014 – April 2016, gender calculated for full data set based on Twitter gender ratios). 0 10 20 30 40 50 Baked goods Meats Eggs Cereals Fruits Yogurts No Breakfast Shakes %TOTALBREAKFAST NARRATIVES BREAKFAST FOODS BREAKFAST FOOD DISCUSSION VOLUMES Male Female
  • 18. Breakfast set up BRANDWATCH.COM HEAVY LIGHT UNHEALTHY HEALTHY MEAGER HEARTYINDULGENT CONTROLLE D • Query to capture all first person breakfast narratives in the US, back to 2014. • Rules and categories for common food types and attitude dichotomies. • Data exports ‘normalized’ (0,0 in grid represents the mean average).
  • 19. Breakfast attitudes 2014-2015 BRANDWATCH.COM Baked Goods Meats Eggs Cereals Fruits Yogurts No Breakfast April 2014 – March 2015 HEAVY LIGHT UNHEALTHY HEALTHY “ Just had a massive breakfast. Eggs, bacon, toast, coffee, jam. I’m going to be massive… ” Twitter “ Favorite to-go breakfast: Smoked haddock fillet with 2 poached or boiled eggs and spinach, and half a grapefruit. ” Forum (1,620,593 mentions, April 2014 – March 2015)
  • 20. BRANDWATCH.COM Baked Goods Meats Eggs Cereals Fruits Yogurts No Breakfast April 2015 – March 2016 Breakfast attitudes 2015-2016 HEAVY LIGHT UNHEALTHY HEALTHY • Baked goods considered more indulgent but still popular. • Cereals considered less healthy and less of a talking point. • Yogurt more strongly differentiated as a light option. (1,648,904 mentions, April 2015 – March 2016)
  • 21. BRANDWATCH.COM So what / now what? • Categories: map brands or products dichotomies. Understand where you sit relative to competitors. • Opportunities: spot potential gaps in the market. • Detractors: locate rejecters (“no breakfast”) and assess whether/how they might be converted. • Trends: map categories over time to understand how attitudes evolve and anticipate future trends.
  • 22. Email edwardc@brandwatch.com Office (001) 347 586 5158 Twitter @ed_crook Edward Crook Brandwatch Research Services BRANDWATCH.COM