Prophet

What it is

Prophet is a fast and automated time series forecasting tool developed by Facebook. It's designed to be robust for handling missing data, shifts in trends, and large outliers, making it ideal for business forecasting.

Prophet stands out for its ease of use and robustness in handling real-world data issues like missing values and outliers, making it a go-to tool for business forecasting.

When it fits — and when it doesn’t

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

1. 01

   Limited flexibility in modeling complex seasonality patterns

   Prophet's seasonal components are based on predefined yearly, weekly, and daily cycles which may not capture more nuanced or irregular seasonalities

2. 02

   Automated parameter tuning can lead to suboptimal models for specialized use cases

   The tool's default settings may not be optimal for all types of time series data, requiring manual adjustments that are not always straightforward

3. 03

   Performance degradation with very large datasets

   Prophet can become computationally expensive and slow when dealing with extremely large datasets, limiting its scalability in big data scenarios

4. 04

   Lack of advanced anomaly detection features

   While Prophet handles outliers well, it does not provide built-in mechanisms for identifying or handling anomalies beyond basic outlier correction

What it does well

• Handles missing data and outliers effectively

• Supports trend changes and seasonality

• Automated parameter tuning for ease of use

Pricing

Free tier

YesOpen source — free to use

Paid from

$0

Model

Flat rate

Enterprise plan

No

Pricing not independently confirmed — check the vendor’s page.