jimaworks Tech Consulting
Advising/Implementation/Analysis for Data Mining, GeoAnalytics, and Computer Vision
![CRISP-DM: CRoss InduStry Process - Data Mining](https://cdn.shopify.com/s/files/1/1336/0641/files/jwksCRISP.png)
jimaworks founder Jim Antonisse spend 35 years in Research and Development for the US Government. That experience drove into him an abiding committment to concrete, standards-based deliveries of advanced technologies in small, component-like packages
It is in that spirit that jimaworks Consulting offers the following structured approach to its analytics. The jimaworks approach is built directly on the industry-standard Data Mining process standard CRISP-DM, deepened with specific tools and tasking, and expanded to include Computer Vision and Geo-Analytics as well as Data Mining.
The key innovations that jimaworks adds to this process are:
- formalization of the standard stages of CRISP-DM" in terms of concrete deliverables
- per-stage pricing of the application of jimaworks CRISP analytics
- per-stage deliveries to ensure satisfactory progress
- formalized next-stage requirements to ensure well-founded workflow and results
- "off-ramps" at each stage for customer control of pause/stop of project
Contact jimaworks about a hiring us for Tech Consultation
The jimaworks' instantiation of CRISP
![jimaworks CRISP picture: Business Understanding](https://cdn.shopify.com/s/files/1/1336/0641/files/jwksCRISP-Bus-Understanding.png)
On Ramp = General business goals, a sense of Data Mining risks, costs, benefits.
- Gather background information
- Assess the business and data situation
- Determine the data and information goals
- Develop component subtasks and milestones
Deliverable/Off Ramp Product: Project Plan, including Task Data goals, risks, costs, benefits. $1000
![jimaworks CRISP picture: Data Understanding](https://cdn.shopify.com/s/files/1/1336/0641/files/jwksCRISP-Data-Understanding.png)
On Ramp = Understanding of the business implications and execution parameters of the job, Project Plan.
- Collect initial data
- Describe the data
- Explore data characteristics
- Verify data quality
Deliverable/Off Ramp Product: Data Prospects Report, including data risks, data costs, data benefits $1000
![jimaworks CRISP picture: Data Preparation](https://cdn.shopify.com/s/files/1/1336/0641/files/jwksCRISP-Data-Preparation.png)
On Ramp: Sepcific data source, type, quality, and quantity goals.
- Select a focus data and feature set for this phase
- Clean the data
- Extend the data
- Format the data
Deliverable/Off Ramp Product: Data Quality/Quantity Report, including correctness, completeness, coherence, and data risk/cost/benefit assessment $1000
![jimaworks CRISP picture: Modeling](https://cdn.shopify.com/s/files/1/1336/0641/files/jwksCRISP-Modeling.png)
On Ramp: Sufficient quantities of adequately relevant, clean, correct data sets in model-ingestible formats.
- Select modeling technique for this phase
- Build the model
- Assess the model
Deliverable/Off Ramp Product: Model Report, including parameter/hyperparameter optimization results $1000
![jimaworks CRISP picture: Evaluation](https://cdn.shopify.com/s/files/1/1336/0641/files/jwksCRISP-Evaluation.png)
On Ramp: Executable model and suitable test sets.
- Evaluate the results
- Review the process
- Determine next steps
Deliverable/Off Ramp Product: Model Performance and Evaluation Report, including next-step recommendations $1000
![jimaworks CRISP picture: Deployment](https://cdn.shopify.com/s/files/1/1336/0641/files/jwksCRISP-Deployment.png)
On Ramp: Executable model, its evaluation, and suitable cost predictors.
- Plan for sustained use/application
- Plan monitoring and maintenance
- Conduct final project review