RFP_C5611387_DCAO_Q_A_Set_1_02.27.2024.docx

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RFP C5611387 DATA COLLECTION ANALYSIS, AND OUTCOMES (DCAO)
Solicitation number
0000029947
Issued by
Sacramento County, Sacramento City, California

About this file

This document is a Request for Proposals (RFP) from the California Department of Corrections and Rehabilitation (CDCR) and the State of California to solicit proposals for a cloud-based data linkage and data visualization solution. The solution will store, link, and visualize data with capabilities for data collection, data management, data visualization, and expert IT support related to previously incarcerated persons released through the Division of Adult Parole Operations (DAPO). The RFP specifies a $4.5 million not-to-exceed budget and a 2-year base period with a 1-year option. Key milestones include a Question and Answer process, multiple addendums, and a proposal due date of March 25, 2024.

The RFP requires the proposed solution to be cloud-agnostic and compliant with CJIS Security controls, NIST 800-53 High, and FedRAMP Moderate standards. The contractor will be responsible for all cloud software, hardware, network licenses, and subscriptions. The solution must support up to 1,000 end users and integrate with existing CDCR systems. The RFP outlines specific service level agreements for system availability, data loading, data visualization, and data quality. There are no incumbent vendors, and the contract will be awarded to a single primary bidder.

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RFP_C5611387_DCAO_Addendum_5_03252024.zip ZIP file
DCAO_RFP_Solicitation_Package.zip ZIP file
RFP_C5611387_DCAO_Q_A_Set_2_03132024.docx DOCX document
RFP_C5611387_DCAO_Q_A_Set_4_032524.docx DOCX document
RFP_C5611387_DCAO_Q_A_Set_3_032224.docx DOCX document
RFP_C5611387_Addendum_1.zip ZIP file
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DCAO RFP C5611387

QUESTIONS AND ANSWER SET #1

Q #
Section
Page #
Question
State Response
1.
2.2.3
14
The date for Intent to bid was supposed to be in section 2.3. but is not apparent in the table.
The “Intent to Bid” form can be submitted at any time.
2.
2.5.1
19
If we already have an eVAQ on file is it necessary to process another?
Refer to Addendum 1 for modifications to this requirement.
3.
Table 7-1
44
The Non-Cost points were to be 900 and the two items indicated as scored have 300 and 500 points respectively. Is there another rated item?
800 points is the appropriate number. Please refer to Addendum 1 of the RFP.
4.
n/a
n/a
Are companies based in other states, such as Texas, eligible to bid on this contract?
Yes, companies from other states can participate as long as they meet the requirements within the RFP, which include requirements to do business with the State of California.
5.
3.17.3 DVBE INCENTIVE (O)
27
Could the State please clarify if there is a mandatory DVBE goal?
Per RFP Section 3.17.3: DVBE Incentive: For the purposes of this solicitation, the DVBE Participation Requirement has been waived.
6.
Document 2. Statement of Work (SOW) Section 8) STAFF MINIMUM QUALIFICATIONS
12
Could the State please provide clarification on whether the requirement for 5 years of experience for each proposed staff member needs to be specific to government programs/entities, or if this requirement can be met through relevant experience in commercial projects?
Per SOW Section 8, each staff identified in this Section 8 shall have a minimum of five (5) years’ experience working on engagements with Government programs/entities of similar size and scope as described in this Agreement.
7.
3.17.4 SMALL BUSINESS PREFERENCE (O)
28
Could the State please clarify if there is a mandatory SBE goal?
Please see RFP Section 3.17.4 for Small Business Preference Information.
8.
3.4 SUBCONTRACTORS (M)
22
Could the State please clarify if is it mandatory to subcontract a DVBE firm to participate in this project?
It is not mandatory. Please see Section RFP Section 3.17.3 for DVBE Incentive information.
9.
3.17.3 DVBE INCENTIVE (O)
27
Will the State prefer a DVBE vendor?
Please see RFP Section 3.17.3 for DVBE Incentive information.
10.
3.17.4 SMALL BUSINESS PREFERENCE (O)
28
Will the State prefer an SBE vendor?
Please see RFP Section 3.17.4 for Small Business Preference Information.
11.
Document 2. Statement of Work (SOW) Section 8) STAFF MINIMUM QUALIFICATIONS
12
Could the State kindly clarify whether each staff member must have experience working on engagements with Government programs and entities of similar size and scope, or if experience with any of those would suffice?
Refer to Addendum 1 for modifications to this requirement.
12.
Document 2. Statement of Work (SOW) Section 8) STAFF MINIMUM QUALIFICATIONS
12
Can the State kindly clarify if is it required to provide resumes for all the positions required for this opportunity?
Refer to SOW Section 7.
13.
RFP document, ATTACHMENT 13: KEY STAFF QUALIFICATIONS & REFERENCE FORMS
104
Can the State please clarify if Attachment 13 must only be provided for the positions of SENIOR PROJECT MANAGER and SENIOR TECHNICAL LEAD?
That is correct. Refer to RFP Section 4.1.3., Staff Qualifications.
14.
3.17.3 DVBE INCENTIVE (O)
27
Could the State please clarify if there is a mandatory DVBE goal?
Per RFP Section 3.17.3: DVBE Incentive: For the purposes of this solicitation, the DVBE Participation Requirement has been waived.

Please see Section 3.17.3 for DVBE Incentive information.

15.
Business
NA
Can you give us a brief about the current system or platform that manages the current data needs of CDCR?
Refer RFP Section 1.4 Current and Proposed Environment Section of the RFP.
16.
Business
NA
Describe the current challenges/ pain points in your current solution which you would like to overcome in your end state? (eg. Scalability, performance, data source management etc)
Refer to RFP Section 1.4 Current and Proposed Environment Section of the RFP.
17.
Business
5
What are the challenges in the current legacy batch/SFTP data exchange system used for ingestion?
Current challenges are around scalability and manual intervention when needing to share data with external entities. Traditional protocols like SFTP lack enhanced security mechanisms.
18.
Scope of Services / Statement of Work
7
We assume that the Data Linkage and Stroage Solution shall be built using AWS services and the entire solution shall be hosted on AWS Cloud. Kindly clarify
Please refer to Exhibit 2-1 DCAO Requirements for the system requirements.
19.
Scope of Services / Statement of Work
9
What are the kind of PII data that can be expected as part of the data flow? Is there any need for data masking?
PII data may include demographic, education and rehabilitative programming information about the incarcerated population. Data masking is currently not a requirement.
20.
Scope of Services / Statement of Work
7
As part of the Data Linkage / Storage solution, we assume that the selection of ETL/ELT tool shall be recommended by the selected vendors and there are no existing license procured. Kindly clarify
Please refer to Section 1.4 of the RFP for the current ETL/ELT tools used by CDCR. If vendor utilizes a tool other than these, licenses will need to be procured by the Contractor at no additional cost to the state.
21.
Scope of Services / Statement of Work
50
We understand that the total data volume of sources shall be 5TB. Can CDCR provide the following information for each of the data sources (Mentioned in Exhibit A) that needs to be ingested into the Data Linkage and Storage Solution.

1. Source Name:

2. Source Category(Eg. Databases,Flat Files, APIs etc)

2. Source Type (E.g, Structured, Semi structured, un structured):

3. Historical Volume of Data

4. Per day incremental volume (E.g. 1 GB / Day)

5. Frequency Type (E.g. Batch or Real time):

6. Data Formats (E.g. CSV, Parquet, orc, etc.)

Precise data storage and ingestion requirements will be gathered during the requirements gathering phase, but at a high level all data ingestion sources are structured. Current databases are Oracle and MS SQL Server.

22.
Scope of Services / Statement of Work
50
Please list out all the 3rd party apps that will act as a source and if they have any documentations around their API's as well
Currently there are no third-party data sources identified.
23.
Scope of Services / Statement of Work
8
Kindly provide us the following information/requirements about the Data Visualization layer

- Number of Reports desired:

- Average number of views per report (approx)

- Average number of KPIs per report (approx)

- Average number of Metrics per report (approx)

- User types & personas who are going to access the data along with the defined permission levels

- Different Use cases for which the data will be extracted from the data lake / Data Warehouse

- No of users accessing this reports? Will they be internal users or external as well Please review the deliverables for the SOW. The specific number of reports, KPI’s and Views are still in discussion.

Reporting requirements will be provided during the requirements gathering process after contract award.

24.
Scope of Services / Statement of Work
8
How many ETL/ELT jobs (data transformation / ingestion from source to target) are currently present? Can you split the jobs in terms of complexities (10 Simple, 5 Medium, and 2 complex)?

The number of jobs will depend on the data model that will be generated after the requirements gathering phase.

25.
Scope of Services / Statement of Work
8
Are there any existing dashboards / existing themes (PowerBI or Tableau On Prem)? If yes, please provide details around this
Yes, public facing Dashboards are accessible at Office of Research - Office of Research (ca.gov).
26.
Statement of Work (SOW) Section

4.1 - Data Linkage and Storage Solution

6
Quote:“Highly sensitive information should be segregated from the information used for analyses.”

What is the mechanism CDCR will put in place to label data as being highly sensitive?

CDCR is actively revising the data classification policy and will help identify the highly sensitive data elements but will rely on the vendor to use industry best practices for safeguarding data like encryption and role-based access control.

27.
Statement of Work (SOW) Section

4.1 - Data Linkage and Storage Solution

6
Quote: “Meet or exceed CJIS Security controls – NIST 800-53 High with FedRAMP Medium certification required.”

Our understanding of this requirement is that the tool will need to be hosted on a FedRAMP-approved cloud platform and cloud services such as AWS, Google, or Azure. Is that interpretation correct?

Yes, the interpretation is correct.

28.
Statement of Work (SOW) Section

4.1 - Data Linkage and Storage Solution

6
Quote:“Meet or exceed CJIS Security controls - NIST

800-53 High with FedRAMP Medium certification required.”

Is FedRAMP Medium equivalent to FedRAMP Moderate?

For the purposes of this requirement, does FedRAMP low meet this requirement?

Medium is equal to Moderate. FedRAMP Moderate compliance is the requirement.

29.
Statement of Work (SOW) Section

4.1 - Data Linkage and Storage Solution

6
Quote:“Meet or exceed CJIS Security controls - NIST

800-53 High with FedRAMP Medium certification required.”

Does StateRAMP or TX-RAMP compliance constitute meeting the FedRAMP requirements?

No, StateRAMP or TX-RAMP is not a substitute for FedRAMP Moderate compliance.

30.
Statement of Work (SOW) Section

4.1 - Data Linkage and Storage Solution

6
Quote: “Meet or exceed CJIS Security controls – NIST 800-53 High with FedRAMP Medium certification required.”

Does a FedRAMP 3PAO assessment report meet this requirement?

Per the SAM, the CSP must be FedRAMP Authorized at the Moderate level.

31.
Statement of Work (SOW) Section

4.1 - Data Linkage and Storage Solution

6cdcr
Quote:“Highly sensitive information should be segregated from the information used for analyses.”

What level of segregation does this requirement envision?

Does independently granting permissions for “highly sensitive information” versus “information used for analyses” meet this requirement?

CDCR is actively revising the data classification policy and will help identify the highly sensitive data elements but will rely on the vendor to use industry best practices for safeguarding data like encryption and role-based access control.

32.
SOW Section 4.2 - Data

Visualization Tool

8
Quote: “Be Compliant with PII, HIPAA, ADA, and all CDCR

security policies and systems.”

Can you please provide the set of CDCR security policies that must be complied with?

Can you please clarify what is meant by “Compliant with PII” - is there a regulatory framework we should reference?

What would constitute HIPAA compliance?

CDCR security policies and PII compliance follow the CJIS guidelines: https://www.fbi.gov/file-repository/cjis_security_policy_v5-9-1_20221001.pdf/view

Additional State of California Information Security Policies can be found on the California Department of Technology Website in the Statewide Information Management Manual (Section 5300 Information Security): Statewide Information Management Manual (SIMM) - CDT (ca.gov)

HIPAA Regulations can be found in Section 45 of the Code of Federal Regulations or the US Department of Health and Human Services Website: www.hhs.gov/hipaa

33.
SOW Section 4.2 - Data

Visualization Tool

9
Quote: “Offer configurable controls that extend data and

transaction security and compliance to third-party platforms or hosting providers the Solution uses.”

Can you please clarify this requirement and provide an example of the kinds of configurable controls CDCR is seeking?

One example would be the ability to encrypt data extracts that serve as the source for the visualizations and can be configured to be on and off at the data extract level.

34.
SOW Section 4.1 - Data Linkage

and Storage Solution

6
How many previous years worth of data for currently or

formerly incarcerated individuals, or individuals on parole, will be made available as a part of this contract?

A minimum of seven (7) years data is required. Refer to Addendum 1 for modifications to this section.

35.
SOW Section 9D - Deliverable 4:

Data Warehouse Design

28
What level of support will be available from CDCR personnel to support the provision and interpretation of data made available to the selected vendor?
CDCR project staff will work full-time alongside the vendor to help clarify and interpret questions around data.
36.
SOW Section 9D - Deliverable 4:

Data Warehouse Design

28
How long is it expected to take for CDCR to be able to gather and provide the data required for the solution?
SOW Deliverable 4 and 5 detail the vendor responsibilities around design and integration of the data pipelines. The vendor shall be responsible for the gathering and integration of the data.
37.
RFP C5611387 Section 3.19 Iran

Contracting Act Verification Form + Attachment 19

31, 96
Is there a specific form respondents must fill out to verify they do not contract or deal with Iran or associated persons? (The link in the RFP document is broken)
Refer to Addendum 1 for an updated hyperlink.
38.
Sec. 4.1.3 Staff Qualifications, Appendix A – Statement of Work and Exhibit 2-3 Cost Worksheet & RFP
RFP page 34 of 143

Appendix A- Table 6-1 Ex. 2-3, tab #3 – UT Hourly Rates The RFP identifies two key staff members, and the SOW identifies ten (10) resources. Further, the job classification titles in the Cost Workbook differ from those identified in the SOW.

Please clarify which roles the CDCR is expecting for the project.

Statement of Work contains (roles):

Senior Project Manager (Project Manager), Senior Technical Lead (Technical Lead/Data Warehouse Architect), Data Modeler (Database Developer), Data Engineer (ETL Developer), Business Intelligence Analysts (BI Developer), Senior Enterprise Architect (Cloud Architect), Data Scientist, Senior Software Engineer (Database Administrator), Information Security Specialist (Security Architect), Technical Lead (Transition Lead)

Cost Workbook contains role(s):

Senior Project Manager, Development Lead, Back-End Lead, Testing/QA Lead, Software Quality, Analyst/Tester, Programmer/Developer, Technical Writer, Trainer, Database Administrator, Technical Architect There are two (2) Key Staff required as identified in RFP Section 4.1.3, Staff Qualifications:

1. Senior Project Manager

2. Senior Technical Lead

As indicated in SOW Section 7, MINIMUM CONTRACTOR AND CONTRACTOR STAFF QUALIFICATIONS: “*Key Staff must stay with the project. Other staff may come and go as duties dictate.”

The staff for this project are identified in SOW Section 7 and 8.

Refer to Cost Worksheet Addendum 1 for updated positions.

39.
Contractor roles and responsibilities – Statement of Work
Page 34 #8
In reference to "The Contractor shall be responsible for all cloud software, hardware, and network licenses and subscriptions and any egress fees for the duration of the contract. "

Can the CDCR please clarify whether the $4.5 million budget includes services and software license costs?

The $4.5 million budget includes services and software license costs.

40.
Statement of Work
Page 8
In reference to " Provide Expert-level support in the analyses, design, configuration, and implementation of private and public cloud-based services and or on-site systems."

Can the CDCR please identify these services and on-site systems?

This section is referring to the services and or on-site systems the Contractor will be providing as part of their solution.

41.
Section 5 - RFP

Section 7.1 - RFP

Can the CDCR please review and provide the correct number of points allocated for the Cost Workbook?

On Page 38 – Section 5 the RFP states “Cost is a primary evaluation criterion weighted at 40% (500 points) of the total 1,500 points” On Page 45 - Section 7.1 the cost workbook is scored at 600 points.

Refer to Addendum 1 for modifications to this requirement.

42.
Definition of a large and complex IT System - RFP
Page 68
Will the CDCR please provide clarification on the definition of a large and complex IT system as it pertains to the number of users.

Please clarify what comprise the 100,000 external user population. Does this include organizations, individuals, or both?

Refer to Addendum 1 for modifications to this requirement.

43.
Attachment 14 – RFP
Page 118 & Page 120
Will the CDCR please confirm scoring for the BI Narrative?

On page 118 - “6. Business Intelligence Plan – (maximum 90 points)” On Page 120 14.6 “Business Intelligence Plan Max Point available = 60 Points” Refer to Addendum 1 for modifications to this requirement.

44.
Sec 7.2 - RFP
Page 45
Can the CDCR please provide quantification for the incentive points?

“Preference/Incentive points are TBD” Refer to Addendum 1 for modifications to RFP Section 7.2.11 Socioeconomic Programs.

45.
RFP
Is the department currently using Oracle Goldengate, and is it available for use in this solution?
Yes, it is being currently used and is available for use in this project.
46.
RFP 1.4, Current and Proposed Environment | Data Linkage and Storage Solution
RFP Page 10 of 143
For the analytics platform, how many licenses are needed?
Currently CDCR has an unlimited enterprise license for Tableau and Power BI. However, if the vendor is recommending a new product we estimate that the number of licenses required will be 1,000 end user licenses.
47.
RFP 1.4, Current and Proposed Environment | Data Linkage and Storage Solution
RFP Page 10 of 143
How much of the data in the data warehouse would be included in the analytics platform?
Reporting requirements will be provided during the requirements gathering process after contract award.
48.
RFP 2.2.3 Intent to Bid/Attachment 17
RFP page 14 of 143
When is Attachment 17, Intent to Bid due? A date is not included in Section 2.3: Key Action Dates.
The “Intent to Bid” form can be submitted at any time.
49.
Exhibit 2-2: Deliverable Requirements
134
The deliverables only appear to be documents. Is there not a requirement to deliver an operational system that can be operated by the CDCR?
Depending on the requirements gathered during the requirements phase, all or most of the data in the data warehouse will be available to the analytics platform.
50.
Statement of Work
6
Your number 2, at the bottom of the page indicates that the security controls must include FedRAMP Medium Certification. FedRAMP systems have been reserved for federal implementations. If FedRAMP Certified, has the CDCR filed for permission to utilize the FedRAMP Certified system or is this the responsibility of the Vendor.
NIST 800.53 current version with FedRAMP Moderate or higher compliance required.

CDCR/DCAO is not a FedRAMP Sponsoring Agency.

51.
Statement of Work
7
In item 6 the execution time cannot exceed 4 hours. Can you define the volume of data required from each source system?
This project is a net new implementation and is not replacing any existing system and 4 hours is the average.
52.
Statement of Work
7
Item 9 indicates “Easy” as a scaling parameter. What is the CDCR’s definition of easy?
An “easy scaling parameter” typically refers to a variable or factor that can be readily adjusted to facilitate the scaling of a system or process without significant complications or constraints. It could refer to parameters such as the number of servers in a cloud-based system, the size of a workforce, or the capacity of a production line, which can be easily increased or decreased to accommodate changes in demand or other requirements.
53.
Statement of Work
8
Item 2 indicates a need for the vendor to provide Expert level support that includes on-site systems. Is the intent to provide support for internal CDCR source systems?
No, the intent is to provide support for the services provided as part of this project.
54.
Statement of Work
8
Item 4 indicates the need to be compliant with all CDCR security policies and systems. Can you provide a copy of the policies and information about each of the systems included in “all”.
The State of California Information Security Policies can be found on the California Department of Technology Website in the Statewide Information Management Manual:
55.
Statement of Work
9
Item 1 under Training and Support. Will the CDCR provide training space for in-person training?
Yes, CDCR will provide training space. Refer to Addendum 1.
56.
Statement of Work
10
For training topics that are not part of the deliverable documentation, will demonstration be adequate for training materials?
This will be discussed for mutual agreement between state and contractor after award.
57.
Statement of Work
10
For onboarding, the list includes Tuberculosis testing. Since this is a Cloud solution wouldn’t this testing be limited to any individuals that might need to go to a CDCR facility?
Yes, the language indicates “if required”.
58.
Statement of Work
37
For data quality, is the quality of the data at each source at the level of quality expected in the final solution?
Data quality is expected in the final data warehouse system
59.
Statement of Work
41
Since the data includes electronic documents, does the data visualization system have to:

a. Show the digital documents for viewing?

b. Extract data from the documents for inclusion in reports?

Current data sources are structured RDBMS that include some XML blobs. Digital document viewing or extracting data from documents such as word or PDF is not a requirement.

60.
Part 2, 14.2
119
The PMP is to include identification of stakeholders, can the list be provided to the bidders?
Refer to Addendum 1 for updates to Attachment 14, Section 14.2.
61.
Part 2, 14.2
119
The PMP is to include resource allocation including hardware, software and human resources. Can you explain what this means?
Resource allocation is the process of scheduling resources such as labor, materials or equipment for the completion of project tasks. Resource allocation is a step of project resource management that involves estimating resources, procuring resources, allocating resources and tracking resources until the project is completed.
62.
Part 2, 14.3
120
Does the CDCR have specific constraints on integration with their source systems. Are the systems all on-prem or in the Cloud? Is all data expected to flow from source systems and never to be returned to source systems?
CDCR source systems are in multiple data centers. The data is expected to flow from transactional source systems to target data warehouse only.
63.
Part 2, 14.4
120
Does the CDCR expect the vendor to conduct security audits or does CDCR intend to conduct the security audits?
FedRAMP Moderate compliance is required, however CDCR or other State agencies (such as CA Dept of Technology) may conduct security audits to verify compliance with Departmental or State policies.
64.
Part 2, 14.4
120
Can the CDCR specify which industry and legal standards are required other than FedRAMP and NIST? Is the NIST a reference to NIST Std 800-53, current rev or any other NIST standards?
FedRAMP Moderate and NIST 880-53 current revision.
65.
Part 2, 14.5
120
Can CDCR provide the list of all data sources and their formats for data for inclusion in the proposal documentation required?
Current data sources are structured RDBMS (Oracle and MS SQL) that include some XML blobs. Additional data sources may be CSV or Excel files.
66.
Part 2, 14.5
121
Can the CDCR explain the data update cycles for the source systems and timing of availability for each data source including the time of day the system will be available to send the desired data so that it can be incorporated into the proposal documentation required?
CDCR data source systems are updated 24x7x365, however transactional volume is lower during after hours or weekends. Current ETL/ELT jobs run over night and complete before start of the business, typically 6AM.
67.
Part 2, 14.8
122
There are documents specified in training that are not part of the Deliverables listed in Exhibit 2-2 (User Manuals, Technical guides). How are these to be included in proposal documentation required?
These documents will be provided by the vendor and are part of the Training and Transition Plan.
68.
SOW
37
How many ETL jobs are currently running and average running time?
This project is a net new implementation and is not replacing any existing ETL jobs. The statistics for the current ETL/ELT jobs will not be relevant for this project.
69.
SOW
37
What is the volume of data currently processed by the ETL jobs?
This project is a net new implementation and is not replacing any existing ETL jobs. The statistics for the current ETL/ELT jobs will not be relevant for this project.
70.
SOW
37
What is the average daily loads? (new, updated and deleted records)
This project is a net new implementation and is not replacing any existing ETL jobs. The statistics for the current ETL/ELT jobs will not be relevant for this project.
71.
SOW
37
How many sources need to be integrated into the Data Warehouse?
Please refer to SOW, Exhibit A – Potential CDCR Data Sources.
72.
SOW
37
Can you provide sample SQL queries or more information regarding the criteria of each query type (routine, ad-hoc and complex)?
This project is a net new implementation and is not replacing any existing SQL queries. The statistics for the current SQL queries will not be relevant for this project.
73.
SOW
37
Average number of records processed by each query type (routine, ad-hoc and complex)
This project is a net new implementation and is not replacing any existing SQL queries. The statistics for the current SQL queries will not be relevant for this project.
74.
SOW
38
Have data quality rules been identified? If so, what is the average number of rules?
No, the data quality rules will be part of the project requirements gathering phase.
75.
SOW
38
What is the current data quality % threshold met?
No, the data quality rules will be part of the project requirements gathering phase.
76.
General
N/A
Is there any need for real-time processing/reporting?
This data solution shall support the development of data tools to expand the use of real-time information to drive corrections policy and practice. The Data Aggregation and Integration Plan requested the vendor to provide information on the data loading schedules and real-time processing capabilities.

Refer to RFP Section 1.4 Current and Proposed Environment & Attachment 14.5: Narrative Response: Data Aggregation and Integration Plan.

77.
General
N/A
Average number of users accessing reports?
Estimated to be approximately 1,000 end users.
78.
General
N/A
Are there external users (non-employees)?
No.
79.
General | Legal
N/A
Is the state open to negotiating ownership and the use of proprietary code/software.
The cloud-based solution emphasized the vendor to ensure all software, services, configuration, and code developed as part of this implementation to be the property of the CDCR. (RFP, Section 1.4).
80.
ATTACHMENT 10: BIDDER QUALIFICATIONS FORM – INSTRUCTIONS

And ATTACHMENT 11: BIDDER QUALIFICATIONS FORM (Number 15, Classification M and Description)

98, 101
Bidder would need clarification on a number of external users –

On page 98, it is mentioned that” … ten thousand (10,000) external users” and on page 101, it is mentioned that “… one hundred thousand (100,000) external users”.

Please clarify if it is 10k external users or 100k external users.?

Refer to Addendum 1 for modifications to this requirement.

81.
ATTACHMENT 11: BIDDER QUALIFICATIONS FORM (Number 15, Classification M and Description)
101
Bidder requests CDCR to relax the external user's norms such as 100k external users to 10,000 external users.

We also request you to reduce the end users to 50-100 end users.

Refer to Addendum 1 for modifications to this requirement.

82.
Section 3.4, SUBCONTRACTORS (M)
22
Can we use subcontractors' qualifications for meeting Bidder Qualification as outlined in ATTACHMENT 11: BIDDER QUALIFICATIONS FORM?
No, refer to RFP Section 4.1.1, Addendum 1.
83.
Section 4.1.3 STAFF QUALIFICATIONS (M)
34, 35
Do we need to submit the non-key personnel resumes along with ATTACHMENT 11: BIDDER QUALIFICATIONS FORM and ATTACHMENT 12: BIDDER REFERENCE FORM?
No. Resumes shall be provided per SOW Section 7. Attachment 11 and Attachment 12 are for the Key Staff identified in RFP Section 4.1.3, Staff Qualifications.
84.
Section 2.2.3 and ATTACHMENT 17: INTENT TO BID
14, 77
We don’t see any due date for Attachment 17 in the 2.3 KEY ACTION DATES
The “Intent to Bid” form can be submitted at any time.
85.
State of Work, Section 4) SCOPE OF SERVICES - 1. Data Linkage and Storage Solution
6
Given the requirement for the solution to be cloud-agnostic, does CDCR prefer any particular cloud service provider based on existing infrastructure or strategic partnerships?
Please refer to SOW Section 4, Scope of Services, 1) Data Linkage and Storage Solution, Item 3: Cloud agnostic – The Solution shall be able to run on any major cloud platform (Government Cloud preferred over commercial cloud offerings) such as AWS, Azure, Google etc.
86.
General
N/A
Does the CDCR have an estimated budget for this project?
Please see Exhibit 2-3 Cost Worksheet.
87.
Section 4.1.3 STAFF QUALIFICATIONS (M), and ATTACHMENT 13: KEY STAFF QUALIFICATIONS & REFERENCE FORMS – INSTRUCTIONS
34, 104-6
Regarding the minimum qualifications for contractor staff listed in the RFP, are the experience requirements flexible based on equivalent certifications or demonstrated competencies specifically –

1. At least $20M in total project cost.

We request that this requirement be reduced to CDCR’s project budget (see question 7) Refer to Addendum 1 for modifications to this requirement.

88.
General Question
Is there any incumbent? If yes, please provide the name and if they are allowed to bid on this.
There is no incumbent. This is a new project.
89.
4.1
34
Is it the intention for the RFP to only have and require the PM and Tech Lead to provide the matrix from the RFP? We do not see additional matrices for the remaining key staff.
The Senior Project Manager and the Senior Technical Lead are the key staff identified for this project. Refer to SOW Section 7 and 8 for additional staff requirements.
90.
4.1.3
35
Is it the intention for the RFP to only require the PM and Tech Lead to provide references, and not the remaining key staff?
The Senior Project Manager and the Senior Technical Lead are the only key staff identified for this project. Refer to SOW Section 7 and 8 for additional staff requirements.
91.
Proposed Environment/

RFP

10
Please clarify if the requirements for d/w are already defined in the existing reports?

If so please provide examples of the existing reports, to show the number of reports and columns in these reports?

Please clarify what new data will be required in the new reporting?

Reporting requirements will be provided during the requirements gathering process after contract award.

92.
Proposed Environment/

RFP

10
Please clarify whether all the data visualization and reporting requirements are known? And if there is a need to support ad hoc data?
Data visualization and reporting requirements will be provided during the requirements gathering process after contract award.
93.
Proposed Environment/

RFP

10
Are new KPIs/Metrics, in addition to current ones,? Are they identified? Or is that to be done as part of requirements gathering?

Please provide any current KPIs / Metrics. Will additional ones be provided or will they need to be identified as part of the requirements gathering.

KPIs will be provided during the requirements gathering process, after contract award.

94.
EXHIBIT A – POTENTIAL CDCR DATA SOURCES / Statement of Work
41
Please clarify whether all the data required is relational.

And, in addition to the list of source applications, is there an estimate of the tables/columns used in the current reporting processes (i.e. the ones to be replaced by this new process).

Yes, all data ingestion sources are structured and in a relational database. This project is a net new implementation and is not replacing any existing reporting.

95.
Data Linkage and Storage Solution /

Statement of Work

6
Regarding the PII/highly sensitive data segregation, is there any requirement for physical separation in storage? Or is it acceptable to secure such data with secure DB controls?

Please clarify what level of segregation is required.

CDCR is actively revising the data classification policy and will help identify the highly sensitive data elements but will rely on the vendor to use industry best practices for safeguarding data like encryption and role-based access control. Physical separation is not required.

96.
Proposed Environment/

RFP

10
The "cloud based architecture" diagram shows enterprise applications and OLTP databases as separate sources.

Please clarify whether these enterprise applications are not using OLTP DBs, or if there is an expectation to use APIs or message brokers to ingest data from the apps.

Enterprise Applications are using OLTP databases.

97.
Current and Proposed Environment / RFP
9
In addition to batch loading (as in the current process), is there an expectation to load data in real-time to expand the use of real-time information to drive corrections policy and practice
Real time information is not a requirement.
98.
Proposed Environment/

RFP

11
Please provide the CDCR specific data/security classification requirements.
CDCR is actively revising the data classification policy and will help identify the highly sensitive data elements but will rely on the awarded Contractor to use industry best practices for safeguarding data like encryption and role-based access control.
99.
Proposed Environment/

RFP

10
Please provide the rate at which the data is expected to grow.

Understanding we are starting with 5 TB.

Estimated to be 15% or less annually. Refer to Addendum 1.

100.
Current and Proposed Environment / RFP
9
Please provide any details on any analytics you have built in your SAS environment today.

Do you intend to use the same SAS in the new D/W also? (depending on how complex and elaborate the models are)?

Please see RFP Exhibit 2-1 for DCAO Requirements.

101.
Data Scientist / Statement of Work
21
Based on the requirements section, please clarify that your current analytics is done mainly using SQL (probably complex OLAP queries).

And whether the requirement for the Data Scientist to be proficient with “unstructured data” about new model developments?

All data ingestion sources are structured and in a relational database. Currently analytics is done mainly using SQL.

102.
Proposed Environment / RFP
11
Do you need to run advanced analytics (e.g., Machine learning, Text analytics, Geospatial analytics, GenAI, Graph analytics, etc.)?

Even in that case, please clarify that your processing, based on today's requirements, requires heavy SQL-type processing with known rules?

All data ingestion sources are structured and in a relational database. Currently analytics is done mainly using SQL. Advanced Analytics (machine learning, Text analytics, Geospatial analytics, GenAI, Graph analytics, etc) is not needed at this time.

103.
Data Scientist / Statement of Work
21
Do you currently use any open-source curated models?
No.
104.
Proposed Environment / RFP
11
Would CDCR consider a Private Cloud DW solution? Such as

partnering with CDT on CalCloud The solution shall be cloud agnostic and be able to run on any major cloud platform (Government Cloud preferred over commercial cloud offerings) such as AWS, Azure, Google etc.

Please refer to SOW Section 4, item 3.

105.
Proposed Environment / RFP
11
Is there a requirement to use encrypted storage at the hardware level? If so please clarify.
Refer to SOW Section 4, 2.Data Visualization Tool.
106.
Proposed Environment / RFP
11
Is there any network-level segmentation needed? If so, please clarify.
No.
107.
Data Visualization Platform / Statement of Work

Regarding the user base - policymakers, administrators, field staff, and researchers - What is the approximate number of users for this portal?

And how often are they expected to use the portal?

Refer to Addendum 1 for modifications to this requirement.

108.
Data Visualization Platform / Statement of Work
30
Please clarify whether this is limited to government agencies and/or approved enterprises? Or, If there is a need to open it to common public
The solution will only serve government agencies.
109.
Data Visualization Platform / Statement of Work
30
Please provide the user onboarding process?
Refer to SOW Section 5, Training and Support.
110.
Data Visualization Platform / Statement of Work
30
Please provide the defined user management life cycle.
Besides accessibility guidelines, user management refers to provisioning, role-based access control and access revocation.
111.
Data Visualization Platform / Statement of Work
30
Please clarify that we can use the existing BI tools Power BI, Tableau? And whether there are any known limitations?
Currently CDCR has an unlimited enterprise license for Tableau and Power BI.
112.
Data Visualization Platform / Statement of Work
30
Regarding the role based printing and extraction requirement, please clarify whether there Is a need for automated data push (e.g. setting up alerts) functionality.
Yes, alerts are needed.
113.
Objectives/Scalability
4
Assuming CDL (central data lake) design will be on cloud hosted environment.

Has the client considered budgeting costs as data size grows, which will impact cost over time?

Yes.

114.
Objectives/ Accessibility
4
The section states “provide secure and reliable access from anywhere”.

Please clarify how expansive is the level of access? Smaller access points provide a more secure connection… Please refer to SOW Section 4: Scope of Services.

115.
Objectives/Security
5
This section states “replace” legacy batch/SFTP system.

Please clarify if the proposed solution is cloud-based, will CDCR consider data encryption initiated by cloud provider encryption keys?

For example, google generally uses subfile chunks and distributes data then uses individual encryption keys for each chunk. Google also uses other keys to encrypt their hard drives. AWS and Azure use different methods but with similar results.

All appropriate layers of the systems shall be encrypted and CDCR shall ensure control over the encryption for both confidentiality and availability requirements.

116.
Objects sections f,g,h
5
Objects f, g and, h, all imply cloud-agnostic solutions. Is the client ok will CDCR consider the use of implemented cloud-specific solutions that are based on open-source software?

For example, Kafka is regularly used in data pipelines and you can find cloud-managed/hosted solutions of Kafka in Azure and Google (though it's through a Google partner) Please see SOW Section 4: Scope of Services and Exhibit 2-1 DCAO Requirements.

117.
Data Linkage and Storage
5 and 6
Would CDCR consider using an off-the-shelf data management solution to help meet the privacy concerns of the data sets?

Please clarify any current software to help enforce the data privacy policies?

CDCR is open to using both COTS (Commercial off the Shelf) and open-source products.

118.
Item 3
6
Please clarify whether the solution will also be required to be able to deploy in different cloud provider environments?

For example, using tools like pulumi or Ansible/Terraform to help build out the infrastructure to make it easier to deploy across multiple cloud providers.

Or once a specific cloud provider has been selected will it be acceptable to use specific deployment tools provided by that cloud provider such as Azure’s ARM (azure resource manager) templates?

CDCR does not require the solution to be deployed across multiple cloud providers.

119.
Item 6
6
Will CDCR consider that the requirement for execution time be optimized to perform “within an acceptable time window?”

Though 4 hours seems like a large window of time, this would ultimately be determined by the size of data, network connect speeds, and the ETL work required for the data.

The requirement is based on an average. Refer to Addendum 1.

120.
Item 7
6
Visualization and rendering time would be determined by the items being rendered on the report, the end user’s connection speed and how much processing is required to render the report.

Will CDCR consider rephrasing the time requirement to a Mutually acceptable time window?

The State has reviewed this request and no change will be made.

121.
Item 8
6
Please clarify if the 97.5% availability encompass both reading and writing data?

For example, in some cases the ability to write data to the data warehouse may be impacted by network outages from the source system, technically this could be considered an outage.

Also, whether the 97.5 % uptime include scheduled maintenance windows?

The availability is for the system as a whole and includes both reading and writing. It does not include the scheduled maintenance windows.

122.
Item 9
6
Please clarify “Easy to scale up and down to meet demand.”

A documented and tested process to scale up (or down) would meet this expectation.

Also, the ability to do so depending on the component could impact the availability of the full platform (see question above) This requirement is related to the system elasticity and the ability to scale up and down without system downtime.

123.
Data Visualization Tool
7
Please provide the current versions of power bi/tableau,

what hardware the application is currently hosted on, what type of license CDCR has for software, and what constraints CDCR has concerning upgrading either.

Also is this hosted on-prem?

Power BI is cloud based and is automatically updated by Microsoft, Tableau is on-premise and licensed for 16 cores. Current version is 2022.3.8

124.
Data Visualization Tool
7
Role-based access is required. Please clarify if this is currently implemented for CDCRs current VI tools?

If so, please provide what is currently implemented?

Is it Active Directory and hosted on-prem?

If it is In a mixed environment, a different version and license may be required.

For example, Azure has cloud-based active directory, which can be integrated into an existing on-prem system CDCR currently has role-based access control through an on-premise Active Directory.

125.
Data Visualization Tool Item 3
7
Item 3. Would CDCR consider as part of this solution an integrated support system along with the on going support called out later in the SOW?
It is unclear what is meant by “an integrated support system”. Please clarify and resubmit the question.
126.
Data Visualization Tool 5.e
8
Auditing capabilities can be accomplished in different ways and may require multiple solutions depending on the chosen cloud provider.

Please provide a detailed list of all audit requirements.

To include details such as audit schedule.

For example, quarterly audit report of all admin access to CDL Refer to Addendum 1, Exhibit 2-1, Item 9.

127.
Data Visualization Tool 5.i
8
Please clarify if CDCR uses an audit time to review this information.

If so, please provide the standard format currently used and retention requirements.

Retention requirements could add additional platform requirements to meet these expectations.

Refer to Exhibit 2-1, Item 3 and 8.

128.
Data Visualization Tool 5.L
8
Please clarify that this type of work should be provided by a managed services team and should be a standard operating procedure.
Please clarify the question and resubmit.
129.
Training and Support Item 3
9
Please clarify that that the documentation delivery will be cyclical, with multiple revisions and iterations as to sync with the ongoing changes to the platform.
Yes.
130.
Training and Support Item 5
9
Please clarify whether the awardee will we be hosting the document repository or using CDCRs current SharePoint environment?
CDCR SharePoint is available for use as the document repository.
131.
Training and Support Item 8
10
Please clarify the time frame for the continued support and if coincides with the requested platform support, which is to take place after the initial delivery of the platform?

And if there are an expected number of webinars/workshops quarterly, annually etc.?

The timeframe for continued support shall be until the end of the contract.

The number of webinars/workshops shall be as needed by the CDCR and mutually agreed upon by the Contractor and CDCR after contract award.

132.
Deliverables or Tasks
24
High level project plan, please clarify any specific delivery tools that CDCR prefers, such as Microsoft’s Project
CDCR Project Server is available but other options may be considered.
133.
General
25
Would CDCR consider adding a statement to allow for changing technology based on delivering a cloud-based architecture plan at month 6,

And implementation of the plan is projected to be much later?

The state has considered this request and declines to add this statement. The time frames are critical for the project.

134.
General
25
Some of the required deliverables should be parallel processes, not linear. The data modeling, for example could be worked on at the same time that the cloud-base architecture. The data models will change as discoveries are made.

Will CDCR accept a proposed solution defined this way?

CDCR will accept proposals with parallel processes.

135.

26
Delivery of a data dictionary – Please clarify that this will be considered a baseline, as this will change over the lifespan of the project.
The data dictionary will be a living document and will be updated as the data definitions change.

136.

28
Alot of the ongoing support and deliverable outcomes here would be covered by a having a managed service team.

Vendor would work with CDCR on this and be part of their scheduled maintenance calls.

Please provide CDCRs Change Management and Incident Managed processes.

Please see SOW Section 9 Deliverables or Tasks G: Deliverable 7: Maintenance Plans and Knowledge Transfer.

137.

31
Please clarify CDCRs requirements for On going support of the technical requirements.

Will CDCR consider off the shelve solutions for platform performance monitoring?

CDCR is open to using both COTS (Commercial Off The Shelf) and open-source products.

138.
Maintenance & Support
32
Please clarify if there are maintenance windows outside of the expected uptime?

And if CDCR currently has a maintenance schedule? If so, please provide that schedule.

Please clarify how much notice does CDCR require in advance for scheduled maintenance?

The maintenance windows will be outside of the expected uptime. The schedule shall be driven by the platform requirements. Advance notice a week ahead of the scheduled maintenance is acceptable.

139.
Service Level Agreements
33
Would CDCR consider adding a clause regarding performance issues due to outside network issues.

For example end user attempting to load a large visual report from home with power internet connection. Or a network outage at a source data location.

The Service Level Agreements are based on averages.

140.

33
Would CDCR considering revising the recover times 1 hour and 4 hours, as the overall data size grows.
No.
141.
Agreement Conditions
34
Please clarify that the hours are for Pacific Standard Time.
Yes. Refer to Table 2-1: Key Action Dates.
142.
Attachment 10: Bidder Qualifications Form – Instructions and Attachment 11: Bidder Qualifications Form
98, 100
Attachment 10: Instructions for Box 12 and 14 defines a relevant project as a “data warehouse with business intelligence IT Solution:

1. At least $2M in total project cost;

2. A solution that has at least one hundred (100) internal end users and ten thousand (10,000) external users; and

3. A solution that provides a secure data exchange interface with multiple external systems.”

Attachment 11: Numbers 12 and 14 reference “Large and Complex IT Systems,” which is not defined in the instructions.

Please confirm that projects should meet the definition in Attachment 10 to be considered relevant.

Refer to Addendum 1 for modifications to this requirement.

143.
Attachment 10: Bidder Qualifications Form – Instructions and Attachment 11: Bidder Qualifications Form
98, 101
Attachment 10: Instructions for Box 12 and 14 defines a relevant project as a “data warehouse with business intelligence IT Solution:

1. At least $2M in total project cost;

2. A solution that has at least one hundred (100) internal end users and ten thousand (10,000) external users; and

3. A solution that provides a secure data exchange interface with multiple external systems.”

Attachment 11: Number 15 has a mandatory requirement of a solution “used by at least one hundred (100) internal end users and one hundred thousand (100,000) external users.”

Please confirm that the user count should be “at least one hundred (100) internal end users and ten thousand (10,000) external users” as defined in Attachment 10.

Refer to Addendum 1 for modifications to this requirement.

144.
Attachment 10: Bidder Qualifications Form – Instructions and Attachment 13: Key Staff Qualifications & Reference Forms – Instructions
97-98; 104-106
Can CDCR clarify the definition of a relevant project/Large and Complex IT Project? The definitions on pages 98 and 105 for relevant projects are not the same
Refer to Addendum 1 for modifications to this requirement.
145.
1.4, Current and Proposed Environment
9
"The data analysts use Oracle Data Integrator, Microsoft SSIS packages, SAS, and ad-hoc SQL to extract data and publish reports and dashboards in Power BI, Tableau, and Oracle Analytics Server."

Does CDCR prefer a single reporting solution, or should the data warehouse continue to support the three existing reporting solutions (PowerBI, Tableau and Oracle Analytics Server)?

CDCR prefers a single reporting solution.

146.
Exhibit 2-1: DCAO Requirements
123
"Solution shall have the ability to leverage existing APIs to read and write data from other CDCR systems in an integrated environment, on-premise or cloud environment."

How many REST APIs are in the existing systems?

How many SOAP APIs are in the existing systems?

How many batch data loads are in the existing systems?

No APIs are currently being used but might be used in the future.

147.
3.17.2 Disable Veteran Business Enterprise (DVBE) Program (M); 3.17.3 DVBE Incentive (O)
27-28
Section 3.17.3 dictates that "For the purposes of this solicitation, the DVBE Participation Requirement has been waived." Should Section 3.17.2 be marked as Optional instead of Mandatory?
No, Section 3.17.2 is mandatory in that the Bidder’s shall agree to the language within that section.
148.
SOW Section 6, CONTRACTOR ONBOARDING - CALIFORNIA PROCESS
10-11
How will CDCR conduct this process for off-shore resources?

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