Search and Social Metrics FAQ
Spate aggregates Google and TikTok data to measure consumer demand, cultural momentum, competition, and commercial intent.
Each metric falls into one of four categories:
- Volume → How big is it?
- Velocity → How fast is it changing?
- Competition → How crowded is the space?
- Engagement & Sentiment → How strongly is it resonating?
Understanding these dimensions helps you interpret where a trend sits in the Trend Lifecycle.
IMPORTANT: How to Read Metric Levels
Labels like Very High, High, Medium, Low, and Very Low are relative to the category you are analyzing.
- This means a “Very High” trend in a niche category may have lower absolute volume than a “Medium” trend in a large category
Google Search Metrics
Google reflects validated consumer intent - what consumers are actively searching for.
Search Volume (Average Monthly Searches)
The average number of monthly searches over the past 12 months.
This measures scale and awareness.
- Very High Volume → Widely established, mass awareness
- High Volume → Strong consumer recognition
- Medium Volume → Known and relevant
- Low Volume → Limited awareness
- Very Low Volume → Emerging or niche
Volume tells you how large a trend is — not whether it’s growing.
YoY Growth (Year-over-Year Growth Rate)
Compares the most recent 12 months to the previous 12 months.
This measures long-term velocity.
- High YoY = Structural demand shift
- Flat YoY = Stabilizing category
- Negative YoY = Declining interest
Increase in Volume (YoY, QoQ, MoM)
Absolute change in search volume across time periods.
- YoY Increase → 12 months vs previous 12 months
- QoQ Increase → Last quarter vs previous quarter
- MoM Increase → Last month vs previous month
Increase shows directional movement.
Growth rate shows the percentage change.
Average Brand Searches (Competition Indicator)
Measures the average monthly search volume for branded terms associated with a trend.
This reflects competitive saturation.
- Very High → Highly competitive
- High → Crowded space
- Medium → Moderate competition
- Low → Limited competition
- Very Low → Whitespace opportunity
High search demand + low brand competition often signals strong entry opportunity.
How to Interpret Google Data
- High volume + high growth → Strong, scalable opportunity
- High volume + low/negative growth → Mature or fading trend
- Low volume + high growth → Emerging opportunity
- High demand + low brand search → Whitespace
TikTok Metrics
TikTok reflects cultural acceleration and attention velocity.
It captures how quickly a trend is spreading and how audiences are reacting.
Views (Average Weekly Views – Past 4 Weeks)
The average number of weekly views across videos using relevant hashtags.
This measures current attention scale.
- Very High → Mass cultural attention
- High → Strong visibility
- Medium → Active but contained
- Low → Limited exposure
- Very Low → Emerging
Views measure size — not necessarily sustainability.
Growth Rates (WoW, MoM, QoQ, YoY)
Measures the rate of change in views over time.
- WoW → This week vs last week
- MoM → This month vs last month
- QoQ → This quarter vs last quarter
- YoY → This year vs last year
Growth rate = velocity
Increase = absolute change
Total Posts
Total number of posts using relevant hashtags (all time).
Indicates creator participation and trend saturation.
- Very High → Widely adopted
- High → Strong participation
- Medium → Steady adoption
- Low → Emerging
- Very Low → Niche
Paid Views Share
Percentage of views attributed to sponsored or partner-tagged content (e.g., #ad, #partner).
This measures commercial saturation — how much of a trend is driven by paid promotion vs. organic content.
- Very High → Heavily brand-driven; most visibility comes from paid partnerships
- High → Strong brand presence with significant paid amplification
- Medium → Balanced mix of organic and paid content
- Low → Primarily organic growth with limited brand involvement
- Very Low → Almost entirely organic; driven by community and creators
Low paid share + high growth often signals authentic cultural momentum.
TikTok Shop Views Share
Percentage of views from posts eligible for TikTok Shop commission.
This measures commercial intent and monetization.
- Very High → Strongly commerce-driven; most content is tied to products and conversion
- High → Clear connection between content and purchasing behavior
- Medium → Balanced mix of discovery and shopping
- Low → Primarily awareness-driven with limited monetization
- Very Low → Little to no commercial activity; driven by content, not commerce
High shop share indicates transactional behavior, not just attention.
Engagement Rate
Percentage of likes relative to views on top-performing videos.
Measures audience resonance.
- Very High → Strong emotional or cultural connection
- High → Consistent audience interaction
- Medium → Moderate engagement
- Low → Passive consumption
- Very Low → Minimal interaction
High engagement with low post count often signals niche but powerful communities.
Sentiment Score
AI-analyzed tone of comments across TikTok content related to a trend.
Scored from 1–10:
- 8–10 (Positive) → Strong approval and positive reception
- 4–7 (Mixed) → Neutral or divided reactions
- 1–3 (Negative) → Critical or unfavorable response
Sentiment helps identify risk, backlash, or strong advocacy.
Individual videos also display sentiment and summarized comment context.
How to Interpret TikTok Data
- High views + high growth → Strong cultural momentum
- Low posts + high engagement → Niche but powerful trend
- Low paid share + high growth → Organic breakout
- High paid share + low growth → Over-commercialized
- High shop share → Conversion-ready trend
Instagram Metrics
Instagram reflects visual adoption and creator participation.
It shows how trends translate into aesthetic and content behavior.
Average Weekly Posts
Average number of posts per week over a recent period.
Measures current creator activity and momentum.
- Very High → Rapid, widespread creator participation; trend is highly active
- High → Strong and consistent creator engagement
- Medium → Steady growth in participation
- Low → Early-stage or niche activity
- Very Low → Minimal creator activity; very early or not yet adopted
Total Posts
Total number of posts using a hashtag (all time).
Measures cumulative adoption.
- Very High → Widely established trend with extensive creator adoption
- High → Strong overall adoption across many creators
- Medium → Moderate adoption; still expanding
- Low → Limited adoption; early-stage
- Very Low → Minimal adoption; niche or newly emerging
Growth Rates (WoW, MoM, QoQ, YoY)
Measures change in posting activity over time.
- WoW → Weekly growth
- MoM → Monthly growth
- QoQ → Quarterly growth
- YoY → Yearly growth
This reflects how quickly creators are adopting a trend.
Increase Metrics (WoW, MoM, QoQ, YoY)
Absolute change in post volume across time periods.
- Shows directional movement
- Complements growth rate
Engagement Signals (Platform Context)
While Instagram does not aggregate engagement into a single metric like TikTok:
- Post volume + growth indicates adoption
- Creator participation reflects cultural relevance
Instagram is strongest for understanding:
What trends are becoming visually mainstream
Clusters
Clusters describe how a trend behaves over time.
They are foundational to Lifecycle classification.
- Sustained Riser → Steady, long-term growth
- Seasonal Riser → Predictable annual peaks
- Rising Star → Rapid acceleration in a short time
- Sustained Decliner → Gradual decline
- Seasonal Decliner → Predictable annual drops
- Flat → Stable with minimal change
Clusters describe behavior.
Lifecycle describes strategic stage.
How These Metrics Work Together
- Volume tells you scale.
- Growth rates tell you direction.
- Brand searches & paid share tell you competition.
- Engagement & sentiment tell you cultural strength.
- Clusters tell you behavioral pattern.
The Trend Lifecycle framework integrates all of these signals to determine whether a trend is:
- Early
- Growth
- Mainstream
- Fade
Metrics are inputs.
Lifecycle is the strategic output.