What is the best neighborhood in Baltimore to open a Smoke Shop?

Based on StreetSpring's 2026 analysis, the best neighborhood in Baltimore to open a Smoke Shop is Otterbein, with 78% average survivability. 5 of 23 neighborhoods analyzed exceed the 70% two-year survival threshold.

How much more revenue can a Smoke Shop make in the best vs. average Baltimore neighborhood?

In Otterbein, the best possible Smoke Shop location in Baltimore offers approximately 18.8% more expected revenue than the average location. The worst-performing neighborhoods could yield approximately 28.8% less than average.

What is the city-wide average survivability for Smoke Shop in Baltimore?

The city-wide average survivability for Smoke Shop across Baltimore is 66% for surviving more than 2 years. Top neighborhoods like Otterbein substantially outperform this average, reaching 78%.

What are the worst neighborhoods for Smoke Shop in Baltimore?

The most challenging neighborhoods in Baltimore for Smoke Shop include Fallstaff with 47% average survival chance, Overlea, and Glen Burnie. These rankings are based on the latest available data; check StreetSpring for real-time updates.

What should I consider when opening a Smoke Shop in Baltimore?

Revenue Capture Score matters more than any other single metric when predicting business outcomes. StreetSpring computes Revenue Capture Score by projecting the business's market share based on competitor quality and quantity, mobility patterns, and forecasted consumer spending for the specific business type.

How often are Smoke Shop rankings in Baltimore updated?

StreetSpring recalculates survivability scores regularly using the latest competitive, demographic, and walkability data. The live tool always shows the most current predictions for any address in Baltimore.

Survivability Rankings for Smoke Shop in Baltimore

StreetSpring's 2026 analysis ranks the best and worst neighborhoods in Baltimore to open a Smoke Shop, from Otterbein (78% survival) to Fallstaff (47%).

April 24, 2026•17 min read

By Bobby Koons | Last updated: May 1, 2026 | Weekly methodology review | Methodology

Quick Summary

#1 Neighborhood: Otterbein — 78% average survivability for Smoke Shop

Neighborhoods at or above 70%: 5 of 23 analyzed

City-wide average: 66% for Smoke Shops

Most challenging area: Fallstaff at 47%

Revenue advantage (top vs. avg location): ~18.8% more expected revenue in Otterbein

Data freshness: 2026 data · Full methodology →

Summary
10 Best Neighborhoods
Where Would a Smoke Shop Make the Most Money?
What Should I Consider?
Where Should I Start?
FAQ: Best Neighborhoods
FAQ: Can a Smoke Shop Succeed in Lower-Ranked Areas?
FAQ: How Often Are Rankings Updated?
FAQ: Is a Smoke Shop a Good Tenant?
Landlord Survivability Data
Best Neighborhoods for Any Business

Summary

Otterbein leads Baltimore's 2026 survivability rankings for Smoke Shop operators with 78% average chance of surviving more than 2 years, with the best locations offering 81% and the most challenging locations in Otterbein at 74%. The worst neighborhoods include Fallstaff with 47% average chance. Even neighborhoods with modest average scores can harbor exceptional individual locations.

What Are the Best Neighborhoods in Baltimore to Open a Smoke Shop?

**Cross-metro pattern check:** Looking beyond Baltimore, Otterbein's profile most closely matches **Union Square (Boston)** and **Minor (Seattle)**. Common thread: white-collar job mix, many anchor tenants, and more renters. If you operate Smoke Shops in either peer neighborhood, the Otterbein ranking should feel familiar.

**The Baltimore pattern for Smoke Shops.** Survivability for this subtype spans **47-78%** across 23 tracked neighborhoods (citywide average 66%). **Otterbein** is the leader at 78% (1 existing competitor); **Fallstaff** trails at 47%. **A 31-point neighborhood gap means location decides the outcome before any operational variable comes into play.**

Otterbein ranks #1 of 23 neighborhoods analyzed in and around Baltimore for Smoke Shop survivability with a score of 78% as of 2026. The top 10 neighborhoods are:

Why these rankings reflect real survival outcomes

Rank	Neighborhood	Best Locations	Average Locations	Challenging Locations
1	Otterbein	78.0% – 82.0%	76.2% – 80.5%	73.0% – 77.0%
2	Jonestown	76.0% – 80.0%	76.0% – 80.2%	75.0% – 79.0%
3	Downtown	76.0% – 80.0%	75.0% – 79.2%	72.0% – 76.0%
4	Canton	74.0% – 78.0%	72.1% – 76.4%	69.0% – 73.0%
5	Riverside	77.0% – 81.0%	70.4% – 74.6%	58.0% – 62.0%
6	Kresson	74.0% – 78.0%	67.6% – 71.8%	60.0% – 64.0%
7	Oaklee	80.0% – 84.0%	67.4% – 71.6%	59.0% – 63.0%
8	Eastwood	82.0% – 86.0%	67.3% – 71.6%	51.0% – 55.0%
9	Medford	75.0% – 79.0%	66.1% – 70.3%	61.0% – 65.0%
10	Old Town	65.0% – 69.0%	65.0% – 69.2%	65.0% – 69.0%

The data signals behind these scores

For the most current predictions, visit StreetSpring to analyze your specific location in real-time. Static rankings provide a useful baseline, but the live tool captures changes that have occurred since publication.

Survivability ranges reflect best and worst storefront conditions within each neighborhood. See our full methodology →

Try StreetSpring to see if this location is still the best and see if there are locations to rent in this area right now.

Where Smoke Shops Earn the Most in Baltimore

In Otterbein, the best possible location offers the opportunity of making ~18.8% more than the average location in or around Baltimore.

On the other hand, in Fallstaff, the worst possible location could result in making ~28.8% less than the average location in the city.

Choosing the right address is the highest-leverage decision for any brick-and-mortar entrepreneur. Opening a Smoke Shop in Baltimore requires careful location choice. Across 23 neighborhoods analyzed, the overall average survival chance for a new Smoke Shop is 66% for lasting more than 2 years — due to a combination of many factors across competition, consumer spending, and location dynamics. The same location can be excellent for one business type and poor for another.

The Most Important Factors for a Smoke Shop in Baltimore

Location quality is the dominant factor in survival outcomes. A high Survivability Score isn't a nice-to-have — it's the floor every candidate address must clear. Revenue Capture Score matters more than any other single metric when predicting business outcomes. StreetSpring computes this by projecting the business's market share, which is based on the quality and quantity of primary, secondary, and tertiary competitors. StreetSpring's training dataset includes millions of transactions and business lifecycle events. Some competition is beneficial to attract customers with similar intents to the same area. Our prediction system is built from scratch using proprietary data pipelines and validated against actual business lifecycles.

Factor	Where new owners get tripped up	Questions to ask before you sign
Permitted hours	Late-night or early-morning ops blocked by zoning, neighborhood association, or shared-wall restrictions.	Confirm the permitted hours-of-operation are in your lease AND in the local code. Pull recent variances or complaints from the zoning portal.
Foot traffic seasonality	Looking at a peak-summer Tuesday and assuming year-round volume.	Walk the block at 3 different times across 2 different weeks. Ask neighboring tenants for their slow-season % drop.
Workforce availability	Hiring radius is smaller than you think — many neighborhoods can't staff a full team at standard wages.	Pull BLS wage data for your industry in this metro. Walk through your staffing plan with a local restaurant/retail operator before signing.

This can be summarized as:

Revenue Capture Score = Projected Market Share × Forecasted Spend on Specific Business

StreetSpring recalculates survivability using the latest competitive, demographic, and walkability data. StreetSpring's Survivability Scores are updated regularly, so the most accurate prediction for your exact storefront is always available in the live tool.

The Best Place to Start a Smoke Shop in Baltimore

StreetSpring's analysis shows the best areas are Otterbein, Jonestown, and Downtown, while the most challenging neighborhoods would be Fallstaff, Overlea, and Glen Burnie. Location-level factors like visibility and adjacent tenants can override neighborhood-level trends. Neighborhood rankings are useful, but the exact odds for your location can only be seen by running a current survivability check in StreetSpring.

Related Articles:

Where in Baltimore Should You Open a Smoke Shop?

Based on StreetSpring's 2026 analysis, the top neighborhood for a Smoke Shop in Baltimore is Otterbein with 78% average survivability, followed by Jonestown and Downtown. 5 of 23 neighborhoods analyzed exceed 70% two-year survival.

Real-time data from StreetSpring accounts for recent openings, closures, and seasonal shifts that static rankings cannot.

Can a Smoke Shop Succeed in Lower-Ranked Neighborhoods in Baltimore?

Yes — neighborhood averages mask significant block-by-block variation. Even in neighborhoods ranked outside the top 10, individual storefronts with strong foot traffic, low direct competition, and favorable lease terms can outperform the area average. Location-level factors like visibility and adjacent tenants can override neighborhood-level trends. Always check your specific address in StreetSpring's live platform for the most accurate prediction.

Refresh Cadence for Baltimore Smoke Shop Survivability Rankings

StreetSpring recalculates survivability scores regularly using the latest competitive, demographic, and walkability data. Rankings are updated quarterly; the live tool always reflects the most current predictions for any address in Baltimore.

Should You Rent Your Baltimore Storefront to a Smoke Shop?

In Otterbein, StreetSpring forecasts a 76.2% – 80.5% average chance for a new Smoke Shop to survive more than 2 years, depending on the exact storefront. Check the current Survivability Score for any address instantly.

Landlord Survivability Data for Smoke Shop in Baltimore

For landlords evaluating tenant applications, StreetSpring's data provides a clear comparison across the top neighborhoods. In Otterbein, a Smoke Shop has a 76.2% – 80.5% average chance of surviving more than 2 years. In Jonestown, the range shifts to 76.0% – 80.2%, and in Downtown, it is 75.0% – 79.2%. Check the current Survivability Score for any address instantly.

StreetSpring provides highly detailed forecasts — revealing how long hundreds of business types are likely to last at a specific address.

Which Baltimore Neighborhoods Are Strongest for Smoke Shops?

You can see the best neighborhoods in or around Baltimore to open any type of business in our article Neighborhood Survivability Rankings: Baltimore.

Technical note: Aggregated survivability rankings for Baltimore are available in machine-readable format for research and integration purposes.

View technical data for Baltimore

StreetSpring recalculates survivability using the latest competitive, demographic, and walkability data, so the live score may differ from the static ranges shown here.

Visual Data

Bubble chart of business subtypes in Baltimore by survivability score and location density — Every business subtype in Baltimore plotted by score vs location count — bubble size shows market depth. Find Smoke Shop relative to its peers.

Waterfall chart of best and worst Smoke Shop neighborhoods in Baltimore — Top and bottom neighborhoods for Smoke Shop in Baltimore — each step shows the gap from the city average. Wider spread = location matters more.

How we measure this: We compare each address to the ~30-50 most similar addresses within 1 mile to surface its relative ranking.

**National baseline:** Per BLS Business Employment Dynamics (March 2025), **47.9%** of Smoke Shops nationally survive 5 years. StreetSpring's location-specific **survivability score** for Smoke Shops in Baltimore averages **78%** — measuring site quality across 100+ factors rather than national cohort survival.

**Baltimore at a glance.** Baltimore, also known as Baltimore City, is the most populous city in the U.S. state of Maryland. It is the 30th-most populous U.S. city with a population of 585,708 at the 2020 census and estimated at 569,997 in 2025, while the Baltimore metropolitan area at 2.86 million residents is the 22nd-largest metropolitan area in the nation. ([Wikipedia](https://en.wikipedia.org/wiki/Baltimore))

**Demand-timing signal for Baltimore:** Per LEHD LODES Workplace Area Characteristics, the median daytime/resident ratio across Baltimore's neighborhoods is **0.39**, with top-quartile neighborhoods at **4.34** (96 neighborhoods analyzed). That's a strongly-residential profile — the highest-ratio neighborhoods are commercial CBDs; the lowest are bedroom neighborhoods. Your concept's natural demand profile should pick the right end.

**Cost framing for Baltimore:** Four operating-cost lines tilt this city low vs StreetSpring's 24-metro median — commercial electricity **7.3¢/kWh** (below median 10.8¢), state minimum wage **$15.00/hr** (below 15.00), combined sales tax **6.0%** (below 7.7%), and effective commercial property tax **1.07%** (above 0.96%). Sources: EIA Form 861, US DOL, Tax Foundation 2024.

Related Resources

Related:

Local Data Questions

Further questions, with answers anchored on this neighborhood's actual data.

How often is the Baltimore Smoke Shops survivability data refreshed?

StreetSpring refreshes the Baltimore Smoke Shops corpus quarterly. The current 2026 release shows a 78% average across Baltimore; the next refresh will integrate fresh competitor and ACS data.

Do Smoke Shops need walkable locations in Baltimore?

ACS data shows Baltimore's median commute at ~30 minutes — accessibility patterns vary widely by neighborhood. Smoke Shops survivability in Baltimore ranges 43-95% across locations, with accessibility one of the bigger contributing factors.

Where should an aspiring Baltimore Smoke Shop owner focus first?

Site selection is the highest-leverage decision. The 43-95% range for Smoke Shops in Baltimore (52-point spread) reflects what location alone can change — independent of brand, operations, or marketing.

What's the survivability spread for Smoke Shops across Baltimore?

In Baltimore, Smoke Shops score between 43% and 95% on StreetSpring's survivability scale — a 52-point gap between worst and best locations for the same business type.

How does Baltimore's demographic profile affect a Smoke Shop?

Baltimore's key demographics — ~$104K median household income, 39 median age — feed into the survivability model alongside competition, rent, and accessibility data. The model averages Smoke Shops at 78% across Baltimore.

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