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Machine Learning · head to head

JMP vs Stripe Dashboard

JMP logo

JMP

Machine Learning

Desktop statistical and design of experiments software from a SAS subsidiary

From
Free
Rated
-
Stripe Dashboard logo

Stripe Dashboard

Business Intelligence

Built-in analytics for Stripe users

From
Free
Rated
-

The short version

  • Each has a real cost: JMP it is a desktop application holding the working table in memory, so a data set that outgrows the workstation has no in-place upgrade path, only a move to a different tool and a different skill set.; Stripe Dashboard the Stripe Dashboard has no standalone price; it is a free management console bundled with a Stripe merchant account and requires a live account to access, confirmed live and in the 1 Jan 2021 archive capture
  • They diverge on capability: JMP covers Custom design of experiments, Stripe Dashboard covers Real-time Data.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which JMP and Stripe Dashboard actually diverge.

Attributes where JMP and Stripe Dashboard differ
AttributeJMPStripe Dashboard
PlatformsMac, WindowsWeb, Mobile, Api
CategoryMachine LearningBusiness Intelligence
Founded19762010

Identical on both: starting price (Free), pricing model (subscription), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in JMP

  • Custom design of experiments
  • Linked interactive graphics
  • Analysis platforms
  • Quality and process tools
  • Graph Builder
  • JSL scripting
  • Scoring code export
  • Predictive modelling in JMP Pro

Only in Stripe Dashboard

  • Real-time Data
  • Custom Reports
  • Revenue Analytics
  • Customer Insights
  • Alerts
  • Stripe Payments
  • Stripe Billing
  • Stripe Connect

What people use each for

The jobs each tool is most often brought in to do.

JMP

  • Planning a physical experiment where each run is expensive, and the question is which twelve runs to perform rather than how to model data you already havenot Stripe Dashboard
  • Process capability and control chart work in a manufacturing quality function that has to produce evidence for a customer or regulatornot Stripe Dashboard
  • Exploratory analysis by an engineer or scientist who will not write code but needs more than a spreadsheetnot Stripe Dashboard
  • Semiconductor, chemical and pharmaceutical development groups where JMP is already the shared language for reporting resultsnot Stripe Dashboard

Stripe Dashboard

  • MRR trackingnot JMP
  • Churn analysisnot JMP
  • Revenue analyticsnot JMP
  • Subscription metricsnot JMP
  • Financial forecastingnot JMP

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

JMP

  • It is a desktop application holding the working table in memory, so a data set that outgrows the workstation has no in-place upgrade path, only a move to a different tool and a different skill set.
  • There is no Linux build and no server edition for running analyses, so JMP cannot sit in a scheduled pipeline the way an R or Python script can, and recurring reports depend on a named person running them on a laptop.
  • The predictive modelling capability most buyers mean when they call this machine learning software is in JMP Pro, a separate and more expensive licence, so the base product's price is not the price of the thing being evaluated.
  • JSL is proprietary to JMP, so the scripts, add-ins and automation a group accumulates over a decade do not port anywhere and become sunk cost the moment anyone questions the renewal.
  • Deployment ends at exported scoring code with no registry, monitoring or retraining, so a model that runs in production is maintained by another team in another language and steadily diverges from the version the analyst still has open.

Stripe Dashboard

  • The Stripe Dashboard has no standalone price; it is a free management console bundled with a Stripe merchant account and requires a live account to access, confirmed live and in the 1 Jan 2021 archive capture

Pricing, plan by plan

JMP

Free
  • TrialFree
    • 30-day trial
    • Full features
  • JMP$1785/year
    • Core JMP
    • Standard features

Stripe Dashboard

Free
  • Included with StripeFree
    • Payment Analytics
    • Revenue Reports
    • Customer Data

Which should you pick?

Choose JMP if

  • You need custom design of experiments.
  • You want to start without paying.
  • You work on Mac, Windows.
  • You also want linked interactive graphics.

Choose Stripe Dashboard if

  • You need real-time data.
  • You want to start without paying.
  • You work on Web, Mobile, Api.
  • You also want custom reports.

Questions people ask

Is JMP or Stripe Dashboard better?
Neither clearly leads. JMP starts at Free and Stripe Dashboard at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, JMP or Stripe Dashboard?
JMP starts at Free and Stripe Dashboard at Free.
Does JMP or Stripe Dashboard run on more platforms?
JMP runs on Mac, Windows. Stripe Dashboard runs on Web, Mobile, Api.
Can I use JMP for free?
Both have a free tier, so you can try either at no cost before committing.
What is JMP best used for?
JMP is most often used for planning a physical experiment where each run is expensive, and the question is which twelve runs to perform rather than how to model data you already have, process capability and control chart work in a manufacturing quality function that has to produce evidence for a customer or regulator, exploratory analysis by an engineer or scientist who will not write code but needs more than a spreadsheet, semiconductor, chemical and pharmaceutical development groups where jmp is already the shared language for reporting results. Of those, planning a physical experiment where each run is expensive, and the question is which twelve runs to perform rather than how to model data you already have and process capability and control chart work in a manufacturing quality function that has to produce evidence for a customer or regulator are not what Stripe Dashboard is typically brought in for.
What can JMP do that Stripe Dashboard cannot?
JMP covers Custom design of experiments, Linked interactive graphics, Analysis platforms, Quality and process tools. Stripe Dashboard covers Real-time Data, Custom Reports, Revenue Analytics, Customer Insights.

Answered from the vendors’ own pages

JMP: Is JMP the same thing as SAS?

No. JMP is a separate desktop product from a SAS subsidiary, with its own interface, its own scripting language and its own licence. Knowing SAS does not transfer to it beyond the statistics.

JMP: Do I need JMP Pro?

If you want cross validation, penalised regression, boosted trees or neural networks, yes. The base edition covers classical statistics, graphics and design of experiments well and stops short of predictive modelling.

JMP: Does it run on Linux?

No. Windows and macOS only, as an installed application.

JMP: Can I put a JMP model into production?

Only by exporting the scoring formula as SQL, C, Python or similar and running it in another system. JMP itself does not serve, monitor or retrain models.

JMP: Who actually uses it?

Process and quality engineers, and scientists in R&D, particularly in semiconductor, chemicals, pharmaceutical and medical device work. It is not usually chosen by data engineering or platform teams.

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