Deep expertise in time-series forecasting and statistical modelling in a usage-based or SaaS environment * Proven track record building and productionizing ML systems at scale * Strong Python and SQL ...
Deep expertise in time-series forecasting and statistical modelling in a usage-based or SaaS environment * Proven track record building and productionizing ML systems at scale * Strong Python and SQL ...
Deep expertise in time-series forecasting and statistical modelling in a usage-based or SaaS environment * Proven track record building and productionizing ML systems at scale * Strong Python and SQL ...
Deep expertise in time-series forecasting and statistical modelling in a usage-based or SaaS environment * Proven track record building and productionizing ML systems at scale * Strong Python and SQL ...
Design, develop, and deploy time-series forecasting models including ARIMA, SARIMA, and ETS * Build machine-learning-based forecasting models using GBM, Random Forest, XGBoost, and LightGBM * Develop ...
Design, develop, and deploy time-series forecasting models including ARIMA, SARIMA, and ETS * Build machine-learning-based forecasting models using GBM, Random Forest, XGBoost, and LightGBM * Develop ...
Machine Learning Engineer - Demand Forecasting (TikTok Global E-commerce Supply Chain and Logistics)
Seattle, WA ยท On-site
$148K - $300K/yr
... time series forecasting models, and propose enhancements or alternative approaches to improve accuracy and robustness. 7. Collaborate with software engineers to integrate machine learning models into ...
Machine Learning Engineer - Demand Forecasting (TikTok Global E-commerce Supply Chain and Logistics)
Seattle, WA ยท On-site
$148K - $300K/yr
... time series forecasting models, and propose enhancements or alternative approaches to improve accuracy and robustness. 7. Collaborate with software engineers to integrate machine learning models into ...
Senior Applied Scientist, Forecasting
$152K - $244K/yr
Develop and deploy time-series and econometric forecasting models that address critical customer, housing market, and business questions, without exposing proprietary product details. * Own the end ...
Senior Applied Scientist, Forecasting
$152K - $244K/yr
Develop and deploy time-series and econometric forecasting models that address critical customer, housing market, and business questions, without exposing proprietary product details. * Own the end ...
(USA) Data Scientist III
Goshen, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Goshen, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Cave Springs, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Cave Springs, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
Machine Learning Engineer - Demand Forecasting (TikTok Global E-commerce Supply Chain and Logistics)
San Jose, CA ยท On-site
$150K - $387K/yr
... time series forecasting models, and propose enhancements or alternative approaches to improve accuracy and robustness. 7. Collaborate with software engineers to integrate machine learning models into ...
Machine Learning Engineer - Demand Forecasting (TikTok Global E-commerce Supply Chain and Logistics)
San Jose, CA ยท On-site
$150K - $387K/yr
... time series forecasting models, and propose enhancements or alternative approaches to improve accuracy and robustness. 7. Collaborate with software engineers to integrate machine learning models into ...
(USA) Data Scientist III
Farmington, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Farmington, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Johnson, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Johnson, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Pea Ridge, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Pea Ridge, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Pea Ridge, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Pea Ridge, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Decatur, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Decatur, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Tontitown, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Tontitown, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Anderson, MO ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Anderson, MO ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Greenland, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Greenland, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Bella Vista, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Bella Vista, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Gravette, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Gravette, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Gravette, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Senior, Data Scientist
Gravette, AR ยท On-site +1
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Bentonville, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
(USA) Data Scientist III
Bentonville, AR ยท Remote
$90K - $180K/yr
Develop scalable time series forecasting systems leveraging global models like Temporal Fusion Transformers, N-BEATS, and PATCHTST , enabling robust forecasting across thousands of retail and e ...
Time Series Forecasting information
See salary details
$51.5K - $55.7K
22% of jobs
$57.2K is the 25th percentile. Wages below this are outliers.
$55.7K - $60K
8% of jobs
$60K - $64.2K
19% of jobs
The median wage is $64.3K / yr.
$64.2K - $68.4K
14% of jobs
$72.1K is the 75th percentile. Wages above this are outliers.
$68.4K - $72.6K
14% of jobs
$72.6K - $76.9K
8% of jobs
$76.9K - $81.1K
2% of jobs
$81.1K - $85.3K
1% of jobs
$85.3K - $89.5K
0% of jobs
$89.5K - $93.8K
0% of jobs
$93.8K - $98K
12% of jobs
$51.5K
$69.7K
$98K
How much do time series forecasting jobs pay per year?
What are the key skills and qualifications needed to thrive in the Time Series Forecasting position, and why are they important?
Excelling in Time Series Forecasting requires a strong background in statistics, mathematics, data analysis, and experience with forecasting methodologies, often supported by a degree in a quantitative field. Proficiency with programming languages such as Python or R, statistical software (e.g., SAS, MATLAB), and familiarity with machine learning frameworks are commonly expected, along with relevant certifications being a plus. Attention to detail, problem-solving skills, and effective communication are important soft skills for interpreting results and collaborating with stakeholders. Mastery of these skills ensures accurate forecasting, actionable insights, and valuable contributions to data-driven business decisions.
What are some common challenges professionals face in Time Series Forecasting roles?
Professionals in Time Series Forecasting frequently encounter challenges such as handling missing or irregular data, selecting appropriate models for complex real-world scenarios, and accounting for seasonality and trends in datasets. They are often tasked with transforming raw data into a usable format, validating model performance, and continuously refining models as new data becomes available. Collaboration with business teams is essential to ensure forecasts align with organizational goals and are clearly communicated to non-technical stakeholders. Overcoming these challenges requires both technical expertise and effective problem-solving approaches, making the work dynamic and impactful.
What is a Time Series Forecasting job?
A Time Series Forecasting job involves analyzing sequential data points collected over time to identify patterns and trends, then using statistical and machine learning models to make future predictions. Professionals in this field work with historical data, applying techniques such as ARIMA, exponential smoothing, and deep learning models like LSTMs. These forecasts help businesses optimize decision-making in areas like sales, finance, inventory management, and demand planning. Strong skills in data analysis, programming (Python, R), and domain expertise are typically required.

Other
Posted 19 days ago
Job description
Staff Finance Data Scientist, Consumption Forecasting
Location: San Francisco or New York | Hybrid (3 days per week in office)
Salary: $240-300k base + bonus + equity (RSUs)
This is a rare chance to own forecasting infrastructure at the center of a high-growth, consumption-based developer platform, one that powers some of the world's most dynamic applications and scales with every developer and enterprise building on it.
As a consumption-based business, forecasting usage across compute, bandwidth, edge, and storage isn't a support function. It's foundational to how we plan infrastructure, revenue, and long-term strategy. This role exists to lead that work at the highest level.
What you'll own
This is a senior individual contributor role with organization-wide impact. You'll define forecasting methodology, build systems that scale with a rapidly growing platform, and sit at the intersection of Finance, Infrastructure, Product, and GTM with direct visibility to executive leadership.
- Own production revenue forecasting end-to-end: model development, backtesting, deployment, monitoring, and iteration from first principles to live system
- Build forecasting systems that account for usage-based pricing dynamics, consumption patterns, and customer lifecycle across the platform, built for how this business actually works, not retrofitted SaaS models
- Design hierarchical forecasting models across account, cohort, segment, and global aggregate levels, covering operational, quarterly, and long-range planning cycles
- Build scenario simulation frameworks to evaluate pricing changes, packaging adjustments, and product launches
- Partner with Finance on board-level reporting, with Infrastructure Engineering on capacity planning, and with Product and GTM on adoption curves and usage drivers
What we're looking for
- 7+ years in data science, quantitative analytics, or applied statistics at senior or staff level
- Deep expertise in time-series forecasting and statistical modelling in a usage-based or SaaS environment
- Proven track record building and productionizing ML systems at scale
- Strong Python and SQL, with experience on large-scale usage and billing datasets
- Familiarity with probabilistic modelling, hierarchical forecasting, and causal inference
- Experience partnering with Finance or executive leadership on planning cycles
- Comfortable operating autonomously in fast-moving, ambiguous environments
Nice to have
- Background in cloud infrastructure, developer tools, or consumption-based revenue models
- Familiarity with modern data stacks: Snowflake, Delta Lake, dbt, Airflow
- Prior technical mentorship or informal leadership experience
About Harnham
Sourced by ZipRecruiter
Company size
51 - 200 Employees
Headquarters location
New York, NY, US
Year founded
2006