--- title: "Search and Social Metrics FAQ" url: "https://help.spate.nyc/en/article/search-and-social-metrics" language: "en" last_updated: "2026-06-25T17:17:21.965Z" --- # Search and Social Metrics FAQ Spate aggregates Google, TikTok, and Instagram 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 and keywords. 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 and keywords (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 Likes Average number of likes 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 Likes Total number of likes using a hashtag or keyword (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 liking activity over time. - **WoW** → Weekly growth - **MoM** → Monthly growth - **QoQ** → Quarterly growth - **YoY** → Yearly growth This reflects how audience engagement with a trend is changing over time. * * * ## Increase Metrics (WoW, MoM, QoQ, YoY) Absolute change in likes per post 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: - Like volume + growth indicates relevance - Creator participation reflects cultural momentum 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.