measuring social media return on investment: advanced social media analytics
Post on 17-Oct-2014
1.057 views
DESCRIPTION
How should brands measure social media ROI? It's no longer enough to say that measuring ROI is "too hard" or "intangible". This presentation is the companion to our social media ROI whitepaper and case study, available here: http://roi.dialogueconsulting.com.au/ . It was delivered at workshops in Melbourne and Sydney in October 2013 by Hugh Stephens, Director of Dialogue Consulting.TRANSCRIPT
7 Apr 2023
Social Media Return on Investment Workshop
@HughStephensToday’s wireless ‘MCTC’ is brought to youby the password sentry23.Tweet on #smroi
7 Apr 2023
2
• Strategy, risk and advisory services– Risk management products: eLearning,
monitoring– ROI products – in development!– UPVOTE – company magazine (?next week)
About Dialogue Consulting
Strategy // Risk // Advisory
3
7 Apr 2023
4
• Introductions• Part 1• Afternoon tea (~2:45)• Part 2• Finish (~4:30)
Agenda
Questions & Tangents welcome!
5
√Σπμ (!!!11!!
1!)
7 Apr 2023
8
Primer: stats and numbers.
7 Apr 2023
9
• When we estimate, we are making assumptions on the true population mean.
• If you don’t have every piece of information (e.g. from every person), you are estimating.
• Sometimes you are confident that your estimate is good, others not.
Confidence in estimations
We usually estimate things. Our confidence varies.
7 Apr 2023
10
Number line
0
$$$$$$
$
7 Apr 2023
11
• “I am xx% confident that the true population mean falls between yy and zz.”
• Measurements reduce uncertainty.
Confidence intervals
Measurements aim to narrow a confidence interval.
7 Apr 2023
12
• Monte Carlo• Basic concept:RETURNSOCIAL = [n(conversion traffic referred from social) * av(value sale) *
P(social actually drove them there)] +[n(customer acq through social) *
av(value of socially referred cust)]Estimatesn(sales) == 2,000 av(val sale) = $110 (sd 25)P(social drive) = 0.1– 0.7 n(cust acq) = 400-1200Av(value social ref cust) = $340 (sd 90)
Simulation is important
Simulation helps model uncertainty & its impact
7 Apr 2023
13
• Midpoint estimate: $338,000 • Monte Carlo estimate: $359,590
(n=1k)• Similar, yes. But very few numbers
estimated!• Often used to work out
P(ROI>0)…
Monte Carlo Estimates
Monte Carlo simulates across many variable values
7 Apr 2023
14
The summary.
7 Apr 2023
15
1.Why are we conducting an ROI evaluation?2.What are the costs and benefits of doing
so?3.Do we understand our social media
strategy and uses?4.Do we have the required analysis and data
collection skills?5.Are we aware of the SMROI principles and
framework?
Fast Five
Ask these questions before you begin
p5
7 Apr 2023
16
1. Understand the objectives2. Involve stakeholders3. Understand the platforms4. Identify which metrics and KPIs change5. Be selective in what is valued6. Understand the valuation process7. Make reasonable assumptions8. Do not over-claim or over-fit9. Be transparent10.Verify the result
10 key SMROI principles
Following these principles will increase the SMROI integrity
p5
7 Apr 2023
17
• Business Strategy AvenueEvaluating social media based on the costs and revenues of executing business objectives
• User Lifetime ValueEvaluating social media based on the users connected to your social media accounts
• User Network AnalysisEvaluating social media based on the user network and amplification model
• Opportunity Cost EvaluationEvaluating social media based on available alternatives
Remember the models
There are four main models to evaluate SMROI
p5
7 Apr 2023
18
Agenda
1• What is SMROI?
2• Why should you evaluate
SMROI?
3• Why isn’t it more common?
4• How can you calculate
SMROI?
5• How does Dialogue
Consulting do it?
7 Apr 2023
What is SMROI?Defining what we don’t know.1
19
7 Apr 2023
20
• Ratio between costs and revenues • 100% ROI == (?success?)– $1 expenditure, $2 made in revenues
SMROI?
SMROI is simply ROI applied to a social media context
p17
7 Apr 2023
21
Common examples include:• Sales• Advocacy –Word of mouth– User generated content
• Leads• Donations
Revenues
There are many sources of social media revenues
7 Apr 2023
22
Common examples include:• Personnel• Social media budgets e.g. Facebook Ads• Time• Hardware• Software• Other resources
Costs
Social media costs are more easily identified
7 Apr 2023
23
Determining SMROI
1
Context
2
Model
3
Calculation
4
Evaluation
5
Reporting
Dialogue Consulting uses a five phase SMROI process
p29
7 Apr 2023
Why evaluate SMROI?The business case.2
24
7 Apr 2023
25
• Understanding use• Justify expenditure• Gain insights into Fans and Followers• Identify where value is generated• Identify cost reduction opportunities• Modify and optimise social media use
The SMROI rationale
Return-on-investment evaluations bring many benefits
p10
7 Apr 2023
26
Quantifying use
SMROI helps identify where social media generates value
• Financial tangibility – is the return monetary (eg sales) or non-monetary (eg brand equity)?
• Time – is the return made in the long or short term?
p8
7 Apr 2023
27
The Social Media Exchange
adapted from Larson & Watson,
2011
Modelling use identifies value sources and opportunities
p20
7 Apr 2023
28
Some examples:• Modelling optimum marketing mix with
social media• Determining best customer service
delivery• Identify most efficient HR recruitment
methods• Utilise most effective communication
channels
Applications of the SMROI evaluation
SMROI findings can be used in multiple ways
7 Apr 2023
Why isn’t it more common?
The usual suspects.3
29
7 Apr 2023
30
• No ‘stock’ formula or method• Many different social media uses• Difficult to link and quantify revenue sources• Need to understand the process• Requires financial and statistical knowledge• Not considered important to evaluate
Barriers to SMROI evaluation
Tangibility, skill, and knowledge barriers prevent evaluation
“too hard”“unnecessary”
p11
7 Apr 2023
31
• Misunderstanding• Miscalculation• Misinterpretation
Where can SMROI evaluations go wrong?
Three main errors may occur during the SMROI analysis
p39
7 Apr 2023
32
• Model inputs• Appropriateness and
exhaustiveness of the model• Use of Proxies
1. Misunderstanding
Occurs before the SMROI is calculated
p39
7 Apr 2023
33
• Over-valuation• Combined platform valuations• Metrics• Future value of the platform
2. Miscalculation
Occurs during the SMROI process
p40
7 Apr 2023
34
• Comparing ROIs• Application to different platforms• Accounting for risk• Changes to platforms and users
3. Misinterpretation
Occurs after the SMROI is evaluated
p41
7 Apr 2023
How do you calculate it?
Numbers and mathemagic.4
35
7 Apr 2023
36
The Dialogue Consulting Process
1
Context
2
Model
3
Calculation
4
Evaluation
5
Reporting
There are five main stages to determining SMROI
p29
7 Apr 2023
37
It’s impossible to measure something you don’t understand
1 Context
A problem well stated is a problem half solved.- Charles Kettering
7 Apr 2023
38
1 Context
Understanding your social media use is crucial
Assessment
•Why and how is social media being used?
Hypothesis
•What is the SMROI evaluating?
Cost-benefit•How
extensive should it
be?
p29
7 Apr 2023
39
Use Assessment
Identifying social media use has two perspectives
Business Perspective
What are your goals, objectives and strategies
for social media?
User Perspective
How are Fans and Followers engaging with
your presences?
p29
7 Apr 2023
40
• Decide what to calculate• Different approaches require different processes– extensiveness – models – data– reporting
• Helps clarify SMROI objectives• Determine the value and costs of evaluation
Determine hypothesis
Establishing hypotheses shapes the SMROI process
p30
7 Apr 2023
41
Hypothesis examples
“Customer service delivery on social media generates a positive ROI”
(…therefore we should use it more and ask for more resources)
“Social media marketing isn’t generating positive ROI”(…therefore we need to identify why, and modify our use)
“If we used social media, it would yield a positive ROI”(…if so, we should implement a presence)
7 Apr 2023
42
SMROI Cost-Benefit
Hypotheses identify the ‘value’ to compare with SMROI costs
p14
7 Apr 2023
43
Extensiveness of SMROI
SMROI extensiveness depends on resource availability
p15
7 Apr 2023
44
• Model choices: which models can be used?
• Fit to SMROI purpose: does it apply to what is being measured?
• Available data: do we have the right information?
• Impact: does the data accurately reflect social media use?
2 Model Identification
Four main factors determine appropriate model selection
p31
7 Apr 2023
45
2.1 Models
There are four main way of quantifying social media
Business strategy avenue
User lifetime value
Network Analysis Opportunity Cost
p17
7 Apr 2023
46
• Common Examples– Customer Service– Marketing– HR
• Value and cost drivers depend on strategy– Savings– Revenues (sales etc)– Time– Resources
2.1.1 Business Strategy Avenue
Social media value comes from executing strategies online
p20
7 Apr 2023
47
• Users are ‘assets’• Assumed to generate future revenue– Sales, advocacy etc
• Compare revenue to cost of acquisition and retention
2.1.2 User Lifetime Value
Fans and Followers have value for businesses
p23
7 Apr 2023
48
2.1.3 Network Analysis
Social media can be valued by the connectedness of users
• Users connect to businesses and each other
• Users may share your content or mention you online
• Word of mouth and advocacy yields value
• Need to model user connectedness
• Weight users by value• Approximates value of network
p25
7 Apr 2023
49
• Social media isn’t the only way!• Examines the value of the next best option• Value a strategy– Marketing or customer service on social
media?• Value a platform– Customer service on Twitter or by phone?
• Value of social media– Quantify losses of not having a presence
2.1.4 Opportunity Cost
Social media can be valued by its best equivalent alternative
p27
7 Apr 2023
50
• What data is needed?• How to collect it?– Surveys and questionnaires– Observation and tracking
• Reaching users• Representative samples
2.3 Data Collection
Ensure the right data is sourced for the model and evaluation
p45
7 Apr 2023
51
• Non generalizable findings• Biased samples• Non-responsiveness• Badly phrased questions• Unusable data• Ethics
Issues with data collection
These main considerations impact on data collection
p47
7 Apr 2023
52
• Determines how much of an outcome relates to social media
• Outcomes indicators are metrics which explain costs and revenues
• Errors arise from assuming your social media activity accounts for 100% of outcome indicators
2.4 Impact
Determine how costs and revenue factors relate to social media
p32
7 Apr 2023
53
• Alternatives to social media activity which may better explain outcomes
• Compare these to determine impact
Benchmark Indicators
Comparing against indicators reduces attribution errors
p34
7 Apr 2023
54
• Deadweight: the outcome may have occurred regardless
• Displacement: increase in social media activity may decrease other activities
• Attribution: other factors may be contributing to the outcome
• Drop-off: the outcome may reduce over time
Determining Impact
Four factors explain the difference between indicators
p32
7 Apr 2023
55
3 Calculation• Build the model: does it reflect your
social media use?• Calculate the ROI figure: what is the
return?• Apply a sensitivity analysis: what are
the most influential factors?• Forecast changes: how might the ROI
change in the future?
Determining SMROI should include sensitivity and forecasting
p35
7 Apr 2023
56
4 Evaluation• Compare ROI values: how did social
media perform?• Improvements: how can social media be
used better?
Implementing findings can optimise social media use
p35
7 Apr 2023
57
• How does investment in social media perform against traditional channels?
• Modify social media use accordingly
Compare the ROI figures
Determine how social media and other investments compare
p36
7 Apr 2023
58
• How to gain more positive ROI?• Remember the ratio!• Examine current processes• What could generate higher return?• Where can cost savings be achieved?
Improve the SMROI figure
Examine current activity to increase ROI
p36
7 Apr 2023
59
5 Reporting• Format: Who is it for?• Process: How was it calculated?• Rationale: What outcome is intended?– Increased budget–More resources and personnel– Greater social media scope
• Assurance: is it accurate?
SMROI findings must be communicated appropriately
p37
7 Apr 2023
60
• Who conducted the SMROI • Why the SMROI was calculated• Stakeholder involvement• SMROI evaluation methodology• Rationale of proxies, assumptions, estimates or benchmarks
used• Explanations and demonstrations of calculations• Review of the sensitivity analysis and the impact of
changing variables• Recommendations based on findings
What to include in an SMROI report
These key areas should be covered in your report
p37
7 Apr 2023
How do we do it?A case study…5
61
Move to part 2 of your workbook!
7 Apr 2023
62
• Train provider for large city
• Two presences• 12,000 Facebook Fans• 33,000 Twitter
Followers• Frequent social media
posting• Dedicated social media
team (two employees)
Connectro Case Study
Dialogue Consulting completed an ROI evaluation
p4
7 Apr 2023
63
1. Consultation with Connectro2. Determine what they wanted to evaluate– Customer service– Marketing
3. Examine how they use social media4. Data collection and analysis5. Calculation and evaluation6. Findings and recommendations7. Reporting
Process
Application of the SMROI procedure to Connectro
p4
7 Apr 2023
64
• Justify expenditure• Identify potential value from social media• Quantify current revenues and costs• Optimise use of social media• Identify opportunities for social media use• Focus on marketing and customer service
strategies
Objectives
Connectro and Dialogue identified key objectives
p7
7 Apr 2023
65
• Provide service updates
• Other Connectro and train usage information
Information channel
Connectro keeps users updated via social media
p6
7 Apr 2023
66
• Encourage train usage• Promote Connectro
services• Frequent social media
campaigns• Some paid promotion
Marketing Strategy
Connectro uses social media to promote their services
p6
7 Apr 2023
67
• Respond to user inquiries• Focus on quick resolution• Guaranteed response• Gain feedback from users
Customer Service
Connectro uses social media as a customer service channel
p6
7 Apr 2023
68
Overall Marketing Customer Service
Costs• Time and
resources• Software
Paid promotion
Value of lost use due to customer dissatisfaction
Revenues
• Efficiency and cost savings
Value of increased use
due to campaigns
Value of increased use due to user satisfaction
Cost and Revenue Identification
Dialogue identified cash flows related to social media use
p11
7 Apr 2023
69
• Positive figures• Every $1 gained
$1.34 return
SMROI Results
Dialogue found Connectro had an overall ROI of 34%
p12
7 Apr 2023
70
Customer Service ROI
44% ROI on customer service in the last 12 months
p13
7 Apr 2023
71
Marketing ROI
21% ROI on marketing in the last 12 months
p13
7 Apr 2023
72
Identify the value drivers
Significant cost and value drivers provide opportunities
Greater utilisation and increase
efficiency of social media
BothSavings/Resources
Focus campaigns to encourage
behaviour change
Improve user satisfaction
MarketingIncreased train use
Customer serviceUser satisfaction
p15
7 Apr 2023
73
• Increase and focus on customer service satisfaction– Implement proper training and processes
• Transfer additional customer service delivery to social media– Scale the customer service team and investment as required
• Focus campaigns to encourage behaviour change– Reduce paid marketing on other channels– Apply demographic targeting strategies– Better utilise specific platform features– Research and target high value customer segments– Increase user awareness of their social media capabilities
Improving Connectro’s SMROI
Apply SMROI findings to optimise social media strategy
p15
7 Apr 2023
74
• Focused on key stakeholders• How to best communicate findings• How to implement recommendations • Provided assurance
Reporting
Dialogue produced tailored SMROI reports for Connectro
p16
7 Apr 2023
75
Dialogue recommends...
7 Apr 2023
76
Identify and understand your strategic purposes of
maintaining a social media presence
Recommendation 1
7 Apr 2023
77
Recommendation 2
Social media presences should be evaluated regularly.
Its use should be justified, cost-effective and add value.
7 Apr 2023
78
Recommendation 3
SMROI should be evaluated and help direct improvements to
better extract value from social media.
7 Apr 2023
79
Recommendation 4
SMROI should be undertaken carefully to ensure models, metrics and calculations are
accurate.
7 Apr 2023
80
Recommendation 5
To be valid and accurate, ROI models should remain fluid to reflect changes in social media
platforms, uses and users.
7 Apr 2023
81
Questions?