## 3 Results
### Components of the New DPIA--FRIA Framework
#### 3.1.2 The FPIA Part of the Framework
**(P/D)**, \(\rightarrow\)_DPIA: Q34, Q68, or Q69, depending on the answer._
* 52. If personal information is being shared, have appropriate safeguards and agreements been implemented? **(P/D)**, \(\rightarrow\)_DPIA: Q17, Q33, Q67, or Q68, or Q69, depending on the answer._
* 53. Will the system remove personal identifiers at any point during its lifecycle? **(P/D)**, \(\rightarrow\)_DPIA: Q41, Q68, or Q69, depending on the answer._  
Assessment Category 6: Algorithm Specifications  
The algorithm specification section focused on understanding the type and characteristics of the algorithm being used, including its learning capabilities, decision-making process, and how its design and expected performance align with the desired purpose. It also seeks to ensure that the algorithm's outputs are accurate, reliably tested, and free from biases, with a strong emphasis on the transparency and clarity of its operations to both technical and non-technical stakeholders (Figure 10). Most of the questions in this section correspond to the Provider of the system who can deliver the relevant info. Adapted/enriched based on [44; 47]. * Algorithm type:
* What type of algorithm will be used (self-learning or non-self-learning)? **(P)**
* Why was this type of algorithm chosen? **(P)**
* Will the algorithm have any of the following traits: a) being considered a proprietary or confidential process, or b) being complex or challenging to interpret or clarify? **(P)**, \(\rightarrow\)_DPIA: Q68_
* What makes this algorithm the most appropriate choice for meeting the goals outlined in question 2? **(D)**
* What other options exist, and why are they less suitable or effective? **(D)**
* Algorithm accuracy:
* How accurate is the algorithm, and what evaluation criteria are used to determine its accuracy? **(P)**, \(\rightarrow\)_DPIA: Q68 or Q69, depending on the answer._
* Does the algorithm's accuracy meet the standards required for its intended application? **(D)**, \(\rightarrow\)_DPIA: Q68 or Q69, depending on the answer._  
Figure 10: Algorithm Specifications. * 61. How is the algorithm tested? **(D/P)**, \(\rightarrow\)_DPIA: Q68 or Q69, depending on the answer._
* 62. What steps can be implemented to prevent the replication or intensification of biases (e.g., different sampling strategy, feature modification, etc.)? **(P)**, \(\rightarrow\)_DPIA: Q68 or Q69, depending on the answer._
* 63. What underlying assumptions were made in choosing and weighing the indicators? Are these assumptions valid? Why or why not? **(P)**, \(\rightarrow\)_DPIA: Q68 or Q69, depending on the answer._
* 64. What is the error rate of the algorithm? For example, how many false positives or false negatives occur, or what is the R-squared value? **(D/P)**, \(\rightarrow\)_DPIA: Q67, Q68, or Q69, depending on the answer._
* 7. Transparency and explainability:
* 65. Is it clear what the algorithm does, how it does this, and on what basis (what data) it does this? **(D/P)**, \(\rightarrow\)_DPIA: Q68 or Q69, depending on the answer._
* 66. Which individuals or groups, both internal and external, will be informed about how the algorithm operates, and what methods will be used to achieve this transparency? **(D/P)**, \(\rightarrow\)_DPIA: Q68 or Q69, depending on the answer._
* 67. For which target groups must the algorithm be explainable? **(D/P)**, \(\rightarrow\)_DPIA: Q68 or Q69, depending on the answer._
* 68. Can the algorithm's operation be described clearly enough for the target groups mentioned in Question 67? **(D/P)**, \(\rightarrow\)_DPIA: Q68 or Q69, depending on the answer._  
Assessment Category 7: Effects of the AI System  
The effects of the AI system section evaluate the potential social impact, ethical considerations, risks, and long-term effects of deploying it, including its alignment with societal values, potential for discrimination, implications for vulnerable groups, decision stakes, impact on employees, accessibility, need for new policies, reversibility, and severity of consequences. Adapted/enriched based on [44; 47].