Social Media Metrics Framework

Use when

• Produces a three-tier social media metrics framework aligned to business objectives — defining primary metrics (tied to business goals), secondary metrics (channel health indicators), and comparative metrics (benchmarks and share of voice). Distinguishes vanity metrics from business metrics, defines what to report to whom, and generates SMART targets per metric tier. Invoke when a client is only tracking followers and likes, when setting up a new reporting system, when selecting metrics for a monthly report, or when a client challenges the value of social media and the consultant needs to build a business-linked measurement case. Based on Neal Schaffer, Maximize Your Social (Wiley, 2013).
• Use this skill when it is the closest match to the requested deliverable or workflow.

Do not use when

• Do not use this skill for graphic design, video production, software development, or legal advice beyond the repository's stated scope.
• Do not use it when another skill in this repository is clearly more specific to the requested deliverable.

Workflow

1. Collect the required inputs or source material before drafting, unless this skill explicitly generates the intake itself.
2. Follow the section order and decision rules in this SKILL.md; do not skip mandatory steps or required fields.
3. Review the draft against the quality criteria, then deliver the final output in markdown unless the skill specifies another format.

Anti-Patterns

• Do not invent client facts, performance data, budgets, or approvals that were not provided or clearly inferred from evidence.
• Do not skip required inputs, mandatory sections, or quality checks just to make the output shorter.
• Do not drift into out-of-scope work such as code implementation, design production, or unsupported legal conclusions.

Outputs

• A structured audit, report, model, or analytical framework in markdown, with decisions and recommendations tied to evidence.

References

• Use the inline instructions in this skill now. If a references/ directory is added later, treat its files as the deeper source material and keep this SKILL.md execution-focused.

Required Input

Ask the client for the following before generating the framework:

1. Business name — trading name and any sub-brands
2. Industry — sector and type of business (B2C retail, B2B services, NGO, etc.)
3. Country/city — defaults to Uganda / East Africa if not specified
4. Primary business goal — select one: generate leads/enquiries, drive website traffic, drive sales, grow email/WhatsApp list, drive footfall, build brand awareness, grow community
5. Current metrics being tracked — list what the client reports now (paste their current dashboard or describe it)
6. Analytics access — confirm which platforms the client can access: GA4, Meta Business Suite, TikTok Analytics, LinkedIn Analytics, YouTube Studio, other
7. Report audience — who receives reports: business owner only / marketing team / board / all three
8. Reporting cadence — how often reports are produced: weekly / monthly / quarterly

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The Core Problem (Schaffer, 2013)

Most social media accounts track vanity metrics — followers, likes, impressions — because they are easy to see and tend to move upward. But vanity metrics do not connect to business outcomes. A brand with 50,000 followers that generates zero enquiries has a measurement problem: it is optimising for the wrong thing.

This framework connects every metric to a business objective. Present this to the client before building the framework:

"The question is not how many people liked your post. The question is: how many people enquired, bought, visited, or subscribed because of your social media activity?"

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Section 1 — The Three-Tier Framework

Apply Schaffer's three-tier hierarchy. Every metric must sit in exactly one tier.

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Tier 1 — Primary Metrics (Business Outcomes)

Primary metrics are tied directly to the client's named business goal. These are the only metrics that justify the social media investment to a business owner or board.

Select the row that matches the client's primary goal:

Business Goal	Primary Metric	How to Track
Generate leads/enquiries	Number of enquiries from social per month	Ask every new enquiry: "How did you hear about us?"; UTM parameters on links
Drive website traffic	Sessions from social (GA4 → Acquisition → Traffic acquisition → Social)	GA4 + UTM parameters on all links
Drive sales	Revenue attributed to social	GA4 e-commerce tracking or payment platform (Pesapal, Flutterwave, etc.) with UTM
Grow email/WhatsApp list	New subscribers from social per month	Mailchimp / Brevo source tracking; WhatsApp opt-in form source field
Drive footfall (retail/restaurant)	Google Business Profile Directions clicks + calls from social	GBP Insights; ask customers at point of sale
Build brand awareness	Aided brand recall (survey) or unprompted mentions per month	Quarterly brand tracking survey; social listening tool
Grow community	Group or community member growth rate (net new per month)	Facebook Groups Insights; WhatsApp Community admin stats

Instruction: Generate the primary metric for the client's stated goal. Define the baseline value (current month or last 3 months average) before setting any targets.

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Tier 2 — Secondary Metrics (Channel Health)

Secondary metrics indicate whether the content and platform strategy is working. They explain why primary metrics move up or down. Track secondary metrics per platform the client is active on.

Platform	Secondary Metrics to Track
Facebook	Reach, engagement rate (ER), video completion rate, page follows and unfollows net
Instagram	Reach, ER, saves, profile visits, link-in-bio clicks
TikTok	Views, completion rate, shares, profile visits
LinkedIn	Impressions, ER, follower growth, post reposts
WhatsApp	Broadcast open rate (estimated), reply rate, opt-out rate
YouTube	Views, watch time (hours), subscribers gained/lost, thumbnail CTR
Email	Open rate, click rate, unsubscribe rate

Engagement Rate formula (apply to Facebook, Instagram, LinkedIn, TikTok):

ER = (Likes + Comments + Shares + Saves) ÷ Reach × 100

East Africa ER benchmarks (SME accounts):

Platform	Strong ER for EA SMEs
Facebook	2–5%
Instagram	3–6%
TikTok	5–10% (higher due to smaller follower bases)
LinkedIn	1–3% (company pages)

Use these benchmarks when the client has no historical baseline. State benchmarks numerically; do not say "industry average" without a figure.

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Tier 3 — Comparative Metrics (Benchmarks and Context)

Comparative metrics give primary and secondary metrics meaning by placing them in context — against past performance, competitors, or industry standards.

Comparative Metric	What It Tells You
Month-on-month ER change	Whether content quality is improving or declining
Year-on-year follower growth	Whether audience is growing at a sustainable rate
Net Sentiment Score (NSS)	Whether audience perception is positive, neutral, or negative overall
Share of Voice (SOV) vs. named competitors	Whether the brand is growing its presence relative to competitors
Cost per result (boosted posts only)	Whether the investment in paid promotion is efficient

Share of Voice formula:

SOV = Brand Mentions ÷ Total Market Mentions (brand + all tracked competitors) × 100

Net Sentiment Score formula:

NSS = (Positive Mentions − Negative Mentions) ÷ Total Mentions × 100

Cross-reference meta-sentiment-analysis for full NSS methodology and meta-social-listening for tools to track mentions and SOV in the EA market.

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Section 2 — Vanity vs Business Metrics

Produce this table for the client. Present it at the start of any reporting setup engagement to reframe what they should care about.

Vanity Metric	Why It Misleads	Business Metric to Use Instead
Follower count	Can be inflated by bots; no demonstrated correlation with revenue	New enquiries from social per month
Post likes	Passive and easy to give; no purchase or enquiry intent	Saves and shares (indicate higher intent and content value)
Impressions	Counts every view including repeat views of the same person	Unique reach
Page views	Counts all visits including bounces; no quality signal	Time on site combined with enquiry form submissions
Video views	Platform-defined as low as 3 seconds on most platforms	50%+ video completion rate

Instruction: When presenting to a client, ask them to identify which column their current reporting falls into. Do not lead with criticism; lead with curiosity — "Which of these are you currently tracking?"

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Section 3 — What to Report to Whom

Different audiences need different metrics. Produce a report template for each audience the client serves.

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Client / Business Owner — Monthly Report (5 minutes to read)

Include only:

• Enquiries/leads from social this month (vs. last month)
• Revenue or sales attributed to social (if trackable)
• Net Sentiment Score (positive / neutral / negative direction)
• One notable content win — highest performing post with ER and reach
• One priority action for next month

Format: one page. Use plain language. No platform jargon. No graphs unless the client requests them.

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Marketing Team / Social Media Manager — Weekly Review (Operational)

Include:

• Posts published vs planned (execution rate as a percentage)
• Engagement rate per post this week
• Follower growth this week (net)
• Any spikes in comments or mentions — flag positive and negative
• Content planned and approved for next week

Format: a brief dashboard or structured table. Reviewed in a weekly team check-in.

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Board / Senior Leadership — Quarterly Report (Strategic)

Include:

• ROI calculation using the Bodnar and Cohen (2012) formula: (TLV − COCA) ÷ COCA
  • TLV = Total Lifetime Value of customers acquired via social
  • COCA = Cost of Customer Acquisition via social (time + spend)
• Share of Voice trend (3-month rolling)
• Brand awareness indicators — NSS trend over the quarter
• Year-on-year comparison on primary metrics
• Budget vs results — planned spend vs actual spend vs outcomes

Cross-reference meta-roi-framework for the full ROI calculation methodology and deck-quarterly-review for the slide format when presenting to a board.

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Section 4 — Setting SMART Targets

Every metric requires a SMART target before it can be meaningfully tracked. Generate SMART targets for the client's primary and secondary metrics using this structure:

• Specific: State the exact metric and direction — not "increase engagement" but "increase Instagram ER from 2.1% to 3.5%"
• Measurable: The number must be trackable in a named analytics platform
• Achievable: Based on the current baseline and comparable EA benchmarks above
• Relevant: Connected to a named business outcome the client cares about
• Time-bound: Monthly or quarterly target — not open-ended

Target-setting rule: The first 3 months of working with a new client are baseline-building months, not target-hitting months. Do not set performance targets until 3 months of comparable data are available. State this clearly to the client at onboarding.

Sample SMART target (adapt to client context):

"Increase the number of WhatsApp enquiries attributed to Instagram from 4 per month (January baseline) to 10 per month by 30 April 2026, tracked via the source question in the enquiry intake form."

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Output Structure

Generate the following sections in order, customised to the client's inputs:

1. Measurement Problem Statement — one paragraph summarising what the client is currently measuring and why it is insufficient
2. Tier 1 — Primary Metric — the single primary metric matched to the client's business goal, with baseline and tracking method
3. Tier 2 — Secondary Metrics — a table of secondary metrics per active platform, with current benchmark ranges
4. Tier 3 — Comparative Metrics — which comparative metrics apply given the client's context (not all will be relevant)
5. Vanity vs Business Metrics table — presented as a client-facing reframe
6. Report templates — one template per audience (owner / marketing team / board), only for audiences the client has identified
7. SMART targets — drafted targets for primary and secondary metrics, with the 3-month baseline note if the client is new

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Quality Criteria

• All three tiers are defined with specific named metrics, not generic categories
• Primary metrics are linked to the client's named business goal — not generic "brand awareness"
• Vanity vs business metrics table includes at least five pairs, each with an explanation of why the vanity metric misleads
• EA-specific ER benchmarks are stated numerically (e.g. "2–5% for EA SMEs on Facebook") — not vaguely
• Report format is matched to audience — owner, marketing team, and board outputs are distinct in length, language, and content
• SMART target guidance includes the 3-month baseline rule, stated explicitly
• ROI formula (Bodnar and Cohen, 2012) is referenced for board-level reporting with formula components defined
• NSS and SOV formulas are stated explicitly so the client can calculate them without additional tools

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Section 5 — Velocity and Funnel Diagnostics

Velocity as a Fourth Measurement Dimension (Kahan, 2022)

Current frameworks measure three dimensions: volume (how many), rate (what percentage), and value (what revenue). Add velocity (how fast) as the fourth dimension. Velocity metrics:

Metric	Definition	How to Measure
Inquiry-to-lead velocity	Days from first inquiry to qualified lead status	CRM or enquiry log timestamp comparison
Lead-to-opportunity velocity	Days from qualified lead to active opportunity	CRM pipeline stage dates
Opportunity-to-deal velocity	Days from active opportunity to signed deal	CRM close date minus opportunity creation date
End-to-end deal velocity	Days from first inquiry to signed deal	CRM or enquiry log: first contact to deal close

Faster conversion at the same spend equals higher revenue per quarter. Velocity targets belong in the metrics framework alongside cost targets — they are not secondary indicators. Include velocity in quarterly board reports alongside COCA and TLV.

Funnel CVR Benchmarks and Diagnostic Decision Tree (Kahan, 2022)

Benchmark CVRs:

Funnel Stage	Benchmark CVR
Visitor-to-lead	>5%
Inquiry-to-lead	~3%
Lead-to-opportunity	~25%
Opportunity-to-deal	~40%

Diagnostic decision tree — apply when a CVR falls below benchmark:

• Inquiry-to-lead CVR low → Investigate content quality and audience targeting alignment. Are the right people arriving? Is the value proposition clear enough to prompt a response?
• Lead-to-opportunity CVR low → Investigate lead scoring threshold calibration and sales response time SLA. Leads that wait more than 24 hours for a response convert at significantly lower rates.
• Opportunity-to-deal CVR low → Investigate sales process and objection handling quality. At this stage, the problem is rarely marketing — it is commercial conversation quality or proposal competitiveness.

Include these benchmarks as a standing reference table in monthly and quarterly reports. Flag any stage that falls more than 20% below benchmark as requiring immediate diagnostic review.

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Cross-References

• meta-reporting — monthly report structure and template
• meta-roi-framework — full ROI calculation, TLV and COCA definitions
• meta-sentiment-analysis — NSS methodology and sentiment tracking tools
• meta-social-listening — tools for tracking SOV and mentions in East Africa
• deck-quarterly-review — slide format for presenting metrics to a board or senior leadership