Research

Local Pack Rankings: A Study of 5,000 Businesses

Dr. James Liu

Dr. James Liu

Data Scientist

January 5, 202615 min read
Local Pack Rankings: A Study of 5,000 Businesses - Research guide by MapScan.ai

Research Methodology

We analyzed 5,000 businesses across 12 industries and 50 metropolitan areas to understand what separates Local Pack winners from those who don't rank.

Key Findings

Finding 1: Reviews Are the Great Equalizer

Businesses in the Local Pack have 3.2x more reviews on average than those outside it.

| Ranking Position | Avg Reviews | |-----------------|-------------| | Position 1 | 287 | | Position 2 | 234 | | Position 3 | 198 | | Not in Pack | 78 |

Finding 2: Category Precision Matters

89% of Local Pack businesses have their primary category perfectly matched to the search query.

Finding 3: Service Listings Are Underutilized

Only 34% of businesses outside the Local Pack have complete service listings, compared to 78% of those ranking in positions 1-3.

Finding 4: Proximity Is Overrated

While proximity to the searcher matters, we found that businesses 2+ miles away can outrank closer competitors if they have stronger optimization signals.

Finding 5: Post Frequency Correlates with Rankings

| Posts/Month | Avg Ranking | |------------|-------------| | 4+ | 2.3 | | 1-3 | 4.1 | | 0 | 7.8 |

Industry Variations

Different industries show different ranking patterns:

  • Restaurants: Review count and photos matter most
  • Home Services: Service area and category precision dominate
  • Medical/Health: Reviews and credentials carry extra weight
  • Retail: Products and photos are critical

Actionable Insights

  1. Get to 200+ reviews - This appears to be a threshold for consistent Pack rankings
  2. List all services - The most underutilized ranking factor
  3. Post weekly - Consistency beats sporadic activity
  4. Perfect your category - Get this wrong and nothing else matters

See Where You Stand

Run a free MapScan to see how your business compares to Local Pack winners in your area.

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