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Boosting Instagram Clicks with Smart Words

JapanWednesday, April 15, 2026

A recent survey examined the impact of language in Japanese Instagram ads on click‑through rates (CTR). The researchers extracted 21,692 ads from the Meta Marketing API covering July 2021–June 2023. CTR was calculated as link clicks divided by ad impressions.

Methodology

  • Text Analysis: Used a Japanese language tool to segment words into psychological categories.
  • Regression Models: Controlled for caption length, scaled impressions, and product type to isolate word‑level effects.

Key Findings

Product Category Positive Influencers Negative Influencers
Supplements Risk‑hinting words
Expectation–reality mismatches
Motion descriptors
Negative emotions
Cosmetics Words meaning “see”
Motion terms
Positive emotions
Body‑related words
Negative feelings
  • Supplements: Phrases that suggest risk or challenge expectations increased clicks; motion‑related or negative language decreased engagement.
  • Cosmetics: Visual and kinetic descriptors, along with positive sentiment, boosted clicks; body‑centric or negative language had the opposite effect.

Takeaway

Selecting words that align with what audiences care about can markedly improve engagement. Marketers who apply these insights can craft captions that are both persuasive and data‑driven.

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