Methods and systems for managing data analytics are provided. The methods and systems entail obtaining a configuration file that includes steps. Each step includes at least one parameter that identifies a source of input data, a transformation that corresponds to business logic to be applied to the input data, and/or a sink of output data resulting from a transformation to the input data. A directed acyclic graph is generated based on the configuration file. The directed acyclic graph is then executed by invoking an application programming interface (API) of a data transformation engine to apply the transformations to the input data, and then returning an indication of completion to a source of the configuration file.

Simulation processing is performed on a host apparatus in respective time periods to simulate operation of simulated agents of a target apparatus. During each time period, the simulation processing exclusively simulates operation of a single simulated agent. When the target program code processed in a current time period allocated for simulation of a given simulated agent includes a transaction start instruction representing a start of a transaction comprising instructions executed between the transaction start instruction and a transaction end instruction for which effects of the instructions of the transaction are to be committed when the transaction end instruction is reached in the absence of the transaction being aborted, it is detected whether the current time period ends before the transaction end instruction of the transaction is reached, and if so the transaction is aborted. This enables a correct transaction behaviour to be simulated without requiring memory conflict checking.

A workflow development system is described herein that includes a graphical user interface (GUI) that is configured to selectively and dynamically allocate relatively more of a display area to a particular one of a plurality of different, simultaneously-displayed workflow step representations than is allocated to the other workflow step representation(s) to facilitate user interaction the particular workflow step representation. Such allocation may be carried out in response to user interaction with the particular workflow step representation or in response to a determination that a user is otherwise focused on the particular workflow step representation. In embodiments, the workflow step representations represent different workflow steps in a series of workflow steps. In further embodiments, the workflow step representations represent different workflow steps that may be performed depending upon the evaluation of a condition.

Provided is a method and system for building a compliance software service using reusable and configurable components. In one example, the method may include receiving a request to build a software in association with an identified jurisdiction from among a plurality of jurisdictions, retrieving a plurality of configurable software components which comprise built-in functionality that is generic across the plurality of jurisdictions, dynamically configuring non-generic functionality for the identified jurisdiction within the plurality of configurable software components based on inputs received from a user, and creating a software program for the identified jurisdiction based on the dynamically configured software components and storing a file including the created software program in a storage device.

A method may include receiving, from a client, a request to customize an operator node corresponding to a data processing operation. The request may include a first key. The operator node may be selected for inclusion in a graph representative of a data processing pipeline. The operator node may be associated with a first file that includes at least one configuration parameter associated with the operator node. The at least one configuration parameter may be associated with a second key. In response to the first key being determined to match the second key, the operator node may be customized by modifying the at least one configuration parameter. Furthermore, a second file associated with a customized operator node may be generated to store the customizations made to the operator node including the modification of the at least one configuration parameter. Related systems and articles of manufacture are also provided.

Provided are techniques for an objective determination of the most appropriate person to conduct a software inspection in a large software development project with multiple components, packages and micro-services in which individuals or small groups are each assigned specific modules. Historical information from testing of software commits is stored. An automated and objective analysis of an entire project, including the historical information is performed, revealing connections that would otherwise not be apparent between specific potential reviewers and the commit to be reviewed. Based upon the analysis, the system suggests one or more reviewers for the commit to be reviewed. An appropriate code reviewer may be a person with subject matter expertise (SME) in a related are or have more knowledge of a bigger picture and more context of the project, including knowledge of other components.

Provided are techniques for an objective determination of the most appropriate person to conduct a software inspection in a large software development project with multiple components, packages and at in which individuals or small groups are each assigned specific modules. Historical information from testing of software commits is stored. An automated and objective analysis of an entire project including the historical information is performed, revealing connections that would otherwise not be apparent between specific potential reviewers and the commit to be reviewed. Based upon the analysis, the system suggests one or more reviewers for the commit to be reviewed. An appropriate code reviewer may he a person with subject matter expertise (SME) in a related are or have more knowledge of a bigger picture and more context of the project, including knowledge of other components.

Each of a plurality of medical devices is configured to generate a device specific Software Bill of Materials (SBOM), and communicate the device specific SBOM to a validator system(s). A central authority system(s) is configured to authorize the validator system(s) to add a new block(s) to a SBOM blockchain. The SBOM blockchain is structured to contain updates to the device specific SBOM. The validator system(s) is configured to create a local copy of the SBOM blockchain, build a SBOM hash tree based on data in the SBOM blockchain, search the SBOM hash tree for the device specific SBOM, add a new block to the SBOM blockchain, the new block comprising an update(s) to the device specific SBOM, validate the update(s) in the device specific SBOM based on a vulnerability database, and communicate the new block to at least one other validator system.

A method and system for building a compliance software service using reusable and configurable components. The method may include one or more of receiving a request to build a software in association with an identified jurisdiction from among a plurality of jurisdictions, retrieving a plurality of configurable software components which comprise built-in functionality that is generic across the plurality of jurisdictions, dynamically configuring non-generic functionality for the identified jurisdiction within the plurality of configurable software components based on inputs received from a user, and creating a software program for the identified jurisdiction based on the dynamically configured software components and storing a file including the created software program in a storage device.

This disclosure relates to modeling an Agile team structure such that it aligns with Agile principles, achieve synergy and deliver intended business benefits. Current approach to modelling depends on unproven manually arrived patterns that do not predict benefits, are based on limited number of experts utilizing heuristics from personal experience. Once a working model is derived, it is refined over time which is a slow process with no verification of its effectiveness. In accordance with the present disclosure, scalable and customizable location independent Agile delivery models can be generated using a palette based user interface such that constraints are optimized. A pre-configured meta-model is chosen and the location independent model is generated given the constraints. A compliance indicator provides a degree of compliance with the Agile principles. The model is then evaluated using machine learning models that have been trained by leveraging a knowledge base of successfully implemented Agile models.