{"success":true,"result":{"resource_id":"d_b4441d68ce973f949df9371bda50e0bf","fields":[{"type":"numeric","id":"year"},{"type":"text","id":"course_name"},{"type":"text","id":"course_description"},{"type":"text","id":"reference"},{"type":"int4","id":"_id"}],"records":[{"_id":1,"year":"2022","course_name":"Data Visualization With Tableau","course_description":"This course aims to equip participants with the skills to easily create useful and interactive visualizations and dashboards for presentation and recommendations to stakeholders.  They will learn how to achieve this using Tableau software.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/data-visualization-with-tableau"},{"_id":2,"year":"2022","course_name":"Fundamental Data Analysis Using Excel 2016","course_description":"An understanding of how to apply most commonly used statistical and lookup functions.\nThe ability to gather data and organize the data for analysis in business.\nKnowledge in chart generation and interpretation.\nThe ability to build dashboards using PivotTables and PivotCharts.\nSkills in using Excel What-If Analysis and Data Analysis tools for generating different scenarios of business environment and aiding decision making.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/fundamental-data-analysis-using-excel-2016"},{"_id":3,"year":"2022","course_name":"Benefits of Using Analytics for Start-Ups and SMEs","course_description":"The objective of this course is to provide an awareness of what are the capabilities that analytics provides and how those capabilities can be used in the SME context.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/benefits-of-using-analytics-for-start-ups-and-smes"},{"_id":4,"year":"2022","course_name":"Data Visualization with Python","course_description":"The course aims to introduce participants to the data analytic and visualization workflow. Pandas and Seaborn will be used to perform statistical and visual analysis of data and incorporated into a Jupyter notebook. The course will emphasize on the skills needed in processing and understanding big data through visual analysis, the importance of reproducible research and communication and collaboration within data analytics teams.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/data-visualization-with-python"},{"_id":5,"year":"2022","course_name":"Amazon Web Services Cloud Computing Architecture","course_description":"Cloud Computing Architecture is an AWS Academy curriculum designed to help students develop technical expertise in cloud computing and prepare them for the AWS Certified Solutions Architect �Associate certification exam. The curriculum is delivered through instructor-led classes, hands-on labs, and project work. Students have access to course manuals, online knowledge assessments, and hands-on labs.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/amazon-web-services-cloud-computing-architecture"},{"_id":6,"year":"2022","course_name":"Data Analytics for Industrial Applications","course_description":"To provide participants with the necessary data analytics skills to analyse industrial data. The participants will be able to:\n1. Develop models for predictive analysis in the industrial environment.\n2. Apply trained models on offline data.\n3. Apply trained models on streaming data to generate automated alerts.�\n4. Apply analytics to industrial data, e.g., manufacturing location analysis, warranty analysis and root cause analysis.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/data-analytics-for-industrial-applications"},{"_id":7,"year":"2022","course_name":"Essential Statistical Analysis","course_description":"This course aims to equip participants with basic understanding of the main statistical concepts using Excel and Minitab (Statistical Software systems).  Participants will analyse and interpret sample datasets using Excel and Minitab applications to form insightful decisions and act as an informed consumer of data.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/essential-statistical-analysis"},{"_id":8,"year":"2022","course_name":"Visual Analytics using Power BI","course_description":"This course aims to equip participants with basic understanding of data, linking data tables, create data models, use simple and advance level functions i.e. DAX, calculated measures, calculated columns, filters etc.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/visual-analytics-using-power-bi"},{"_id":9,"year":"2022","course_name":"Analytics for Educators I","course_description":"This course is to enhance Educators� knowledge in quantitative analysis, salient and effective research methods and tools as they groom Leaders of the next generation.  It seeks to address topics in quantitative research like prediction of students� test score, study of how effective new implements has been and as well, how to determine scales and measurements for psychometric analysis. This course also equipped Educators with the necessary skills and knowledge on how to distil factors affecting students� results and how to improve upon them.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/analytics-for-educators-i"},{"_id":10,"year":"2022","course_name":"Driving HR Innovation Through Design Thinking, HR Analytics and HR Technology (DHRI)","course_description":"Highlight the opportunities on how HR practitioners can use the data from HR Analytics to identify opportunities for HR Innovation. Use Design Thinking methodologies redesign an enhanced HR user experience. Advocate the use of HR Technologies.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/driving-hr-innovation-through-design-thinking-hr-analytics-and-hr-technology-(dhri)"},{"_id":11,"year":"2022","course_name":"Introduction to Predictive Analytics for Maintenance","course_description":"This is a basic course in Predictive Analytics for Maintenance. The course aims to equip the participant with the following:\n1) An appreciation of statistical concepts that underpin Predictive Maintenance ideas\n2) An understanding of simple statistical process monitoring techniques used in tracking developments of critical measurements\n3) An understanding of Correlation and Simple Regression Analysis used in degradation data monitoring / modelling\n4) Simple ideas in failure time modelling that is useful in scheduling of preventive maintenance activities.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/introduction-to-predictive-analytics-for-maintenance"},{"_id":12,"year":"2022","course_name":"Introduction to Data Analytics and Applications","course_description":"The objective of this course is to equip participants with the knowledge of data analytics and various tools of data wrangling, data visualisation and data analytics. Participants will also be able to apply these analysis tools in supervised/unsupervised domain to design and develop their future intelligent systems.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/introduction-to-data-analytics-and-applications"},{"_id":13,"year":"2022","course_name":"Nonparametric Statistics","course_description":"This course aims to equip participants with essential understanding of the main statistical concepts in nonparametric statistics. The course helps participants to appreciate and understand a broad spectrum of concepts and techniques used in nonparametric statistical analysis, particularly needed by clinical scientists, researchers and  those involved in data analysis in health sciences industry.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/nonparametric-statistics"},{"_id":14,"year":"2022","course_name":"Fundamentals of Applied Quantitative Data Analytics using R","course_description":"This course aims to equip participants with the skillsets to analyse data using graphical visualisation and quantitative methods in R platform. Participants will be able to apply the learnt skillsets to analyse data collated in their course of work, and present their analysis incorporating graphical plots, detailed explanation, and R codes.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/fundamentals-of-applied-quantitative-data-analytics-using-r"},{"_id":15,"year":"2022","course_name":"Predictive Analytics","course_description":"This course equips participants to carry out exploratory data analysis with the objective of gaining insights to understand and prepare data for predictive modelling which is an essential skill that adds value to any business. Participants will be introduced to some of the most widely used predictive modelling and data analysis techniques and their core principles.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/predictive-analytics"},{"_id":16,"year":"2022","course_name":"Big Data Analytics","course_description":"This course introduces participants to the key areas of the performing analytics on any size of data and how different tools and approaches enable organisations to perform Big Data Analytics. Participants will develop skills and a perspective that will make them more productive, faster and allow to become valuable assets to their organisation that can benefit from intelligent analytics.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/big-data-analytics"},{"_id":17,"year":"2022","course_name":"Fundamentals of Data Analytics","course_description":"This course teaches participants on the key areas of analytical process, including how data is created, stored, accessed, and how an organization works with data and processes data to enable effective and useful analytics. Participants will develop skills and a perspective that will make them more productive, faster and allow them to become valuable assets to their organisation that can benefit from intelligent analytics.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/fundamentals-of-data-analytics"},{"_id":18,"year":"2022","course_name":"Statistics and Data Analysis","course_description":"This course helps participants understand the role that variability plays in drawing conclusions based on data. Participants will develop a crucial understanding of variability through its focus on the data analysis process. Participants will develop skills and a perspective that will make them more productive, faster and allow to become valuable assets to their organisation that can benefit from intelligent judgements and informed decisions.\n","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/statistics-and-data-analysis"},{"_id":19,"year":"2022","course_name":"Data Engineering for effective Data Analytics","course_description":"This course enables participants to learn about database concepts, and architectural design patterns necessary for building data warehousing solutions. In addition, they will also learn the best practices and methodologies in data acquisition, integration, effective storage and transformation of data for analytical purposes and downstream applications","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/data-engineering-for-effective-data-analytics"},{"_id":20,"year":"2022","course_name":"Analytics and Computational Modelling","course_description":"This course equips participants with the ability to identify and utilise appropriate advanced statistical, machine learning, computational algorithms and data models to test hypotheses and derive patterns or solutions.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/analytics-and-computational-modelling"},{"_id":21,"year":"2022","course_name":"Business Needs Analysis � a Data-Driven Approach","course_description":"This course enables participants to conduct a thorough, meaningful, and actionable business needs analysis using Data Analytics skills thus enabling successful Data and Analytics initiatives","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/business-needs-analysis-a-data-driven-approach"},{"_id":22,"year":"2022","course_name":"Data Visualization with Qlik","course_description":"This course enables participants to understand how data visualisation can aid data analysis to gain insights more effectively.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/data-visualization-with-qlik"},{"_id":23,"year":"2022","course_name":"Strategies for Effective Data and Information Management","course_description":"This course enables participants to understand the drivers and benefits of good data management, and provide an overview of people, processes and technology needed to get started on Data Strategy and Data Management.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/strategies-for-effective-data-and-information-management"},{"_id":24,"year":"2022","course_name":"Data Wrangling, Analysis and Visualisation","course_description":"This course aims to equip participants with the skills to clean data, perform simple analysis and create useful and interactive visualizations and dashboards for presentation and recommendations to stakeholders. Participants will learn how to achieve this using Excel and Tableau software.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/data-wrangling-analysis-and-visualisation"},{"_id":25,"year":"2022","course_name":"Data Analytics Using R","course_description":"The course aims to provide a broad understanding of data analytics process and the tools used. It will also educate participants the ways to prepare, analyze and model data using �R�.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/data-analytics-using-r"},{"_id":26,"year":"2022","course_name":"Data Analytics Project Scoping","course_description":"This course aims to teach learners the fundamentals of project scoping, formulation of project question and obtaining required samples. ","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/data-analytics-project-scoping"},{"_id":27,"year":"2022","course_name":"Data Analysis using Python","course_description":"This course aims to introduce participants to Python, a general purpose programming language commonly used in data science by companies to gain insights from harvested data for competitive advantage. Participants will learn ways to import, scrape, store and manipulate data as well as Python libraries and data science tools common used for data analysis. ","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/data-analysis-using-python"},{"_id":28,"year":"2022","course_name":"Introduction to Quantitative Data Analysis and Visualization","course_description":"This course aims to equip participants with the skills to clean data, perform simple analysis and create useful visualizations for presentation and recommendations to stakeholders. Participants will learn how to achieve this using Excel and Power BI software.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/introduction-to-quantitative-data-analysis-and-visualization"},{"_id":29,"year":"2022","course_name":"Automating Data Processing With Microsoft Excel Visual Basic for Applications (VBA)","course_description":"This course aims to enhance the productivity of users of MS Excel by reducing the time spent on repetitive and manual data processing tasks and minimizing human errors through spreadsheet automation using MS Excel VBA.\nParticipants will learn how to write Excel VBA codes from the ground up and this serves to build a basic understanding of programming.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/automating-data-processing-with-microsoft-excel-visual-basic-for-applications-(vba)"},{"_id":30,"year":"2022","course_name":"Geospatial 101","course_description":"The course aims to provide learners with a basic understanding of Geographical Information System (GIS) concepts to enable learners apply the knowledge and skills to their work which involved viewing, analyzing and displaying geospatial data for problem solving and decision making.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/geospatial-101"},{"_id":31,"year":"2022","course_name":"Essentials of Google Analytics","course_description":"This course allows participants to understand the full capabilities of the Google Analytics platform. Participants will learn how to incorporate Google Analytics on their websites and analyse the collected data to support the digital marketing campaign of their organisations.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/essentials-of-google-analytics"},{"_id":32,"year":"2022","course_name":"Data Visualization Implementer","course_description":"This course aims to increase the confidence and competency of participants with basic knowledge and practical skills in using Data Visualization tools such as Tableau, PowerBI , Qliksense etc. They will be able to apply their skills to create complex company dashboards to support faster and data-driven decisions in their organization.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/data-visualization-implementer"},{"_id":33,"year":"2022","course_name":"Python Programming for the Internet of Things (IoT)","course_description":"This course equips learners with Python programming skills to develop useful IoT (Internet of Things) applications.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/python-programming-for-the-internet-of-things-(iot)"},{"_id":34,"year":"2022","course_name":"Intermediate Visual Analytics Using Power BI","course_description":"Participants will learn advance level DAX functions where they can build more insightful dashboard. The course will also equip them with knowledge on streaming data analysis and visualisation as this skillset is currently useful for individuals in any sector or profession. In addition, participants will learn how to automate processes such that dashboards will be refreshed on a scheduled time and alerts will be sent to stakeholders. Such features are highly sought after in most industries especially in manufacturing sector where process plants are concerned.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/intermediate-visual-analytics-using-power-bi"},{"_id":35,"year":"2022","course_name":"Data and Statistical Analytics for Land Transport Industry (Intermediate)","course_description":"This course focuses on building up the skill to identify data sets for the application of statistical techniques. Participants will analyse and interpret large complex data to uncover trends or patterns in order to locate and define new process improvement opportunities in the context of a Rapid Transit environment.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/data-and-statistical-analytics-for-land-transport-industry-(intermediate)"},{"_id":36,"year":"2022","course_name":"Company and Workforce Transformation - Data Discovery","course_description":"This course equips participants with essential knowledge of the Design Thinking process and tools needed to identify their companies� data needs through working on a project. Participants would be able to apply the knowledge and skills learnt in defining their problem, conducting user interviews, analysing user data collected for insights, and identifying their �user persona� and the �persona�s� needs, as part of enabling their companies to determine their data needs in support of organisational goals. ","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/company-and-workforce-transformation-(cwt)-programme/company-and-workforce-transformation-data-discovery"},{"_id":37,"year":"2022","course_name":"Company and Workforce Transformation - Data Analytics","course_description":"This course:\n1. Enables participants to apply knowledge in a step-by-step process, required for handling analytics projects.\n2. Equips participants with necessary skills in Microsoft Excel for data wrangling, data cleaning, transformation and conditioning.\n3. Facilitates participants to use an appropriate data analytics tool, like KNIME, for implementation of data modelling and machine learning techniques to perform analysis and inference based on modelling outcomes. \n4. Enables participants to interpret results, establish process insights and make critical decisions","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/company-and-workforce-transformation-(cwt)-programme/company-and-workforce-transformation-data-discovery"},{"_id":38,"year":"2022","course_name":"Company and Workforce Transformation - Data Visualisation","course_description":"This course:\n1. Enables participants to apply knowledge in a step-by-step process, required for handling data visualization projects.\n2. Equips participants with necessary skills in Microsoft Excel for data wrangling, data cleaning, transformation and conditioning.\n3. Facilitates participants to integrate data using appropriate data visualisation tools e.g. Microsoft Power BI and build a representative dashboard to support process monitoring and decision making.\n4. Enables participants to use appropriate visuals required for their project","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/company-and-workforce-transformation-(cwt)-programme/company-and-workforce-transformation-data-discovery"},{"_id":39,"year":"2022","course_name":"Certificate in Strata Property Management","course_description":"The course will provide Legislative-Technical-Administrative knowledge for operational level management of strata-titled properties. It covers the application of Building Maintenance & Strata Management Act, relevant legislative requirements, understanding the requirements for building maintenance, management and custodial services, communications and strata property administration.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/certificate-in-strata-property-management"},{"_id":40,"year":"2022","course_name":"Building an IoT (Internet of Things) Project","course_description":"Participants will learn the fundamentals of IoT (Internet of Things), including:\n1.How some common sensors work?\n2.How to interface sensors to a microcontroller?\n3.How to connect the microcontroller to the internet?\n4.How internet can be used to monitor or control devices at home or elsewhere.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/building-an-iot-(internet-of-things)project"},{"_id":41,"year":"2022","course_name":"Digital Transformation of Manufacturing","course_description":"Upon completion of this course, participants will be able to:\nIdentify the key areas in Digital Transformation of Manufacturing\nPerform basic Programmable Logic Controllers (PLC) ladder logic programming\nNetwork a PLC with mobile phone through a webserver\nCreate a simple webpage to control the PLC via mobile phone web browser.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/digital-transformation-of-manufacturing"},{"_id":42,"year":"2022","course_name":"Introduction to AI and Machine Learning","course_description":"This course aims to introduce artificial intelligence (AI) and machine learning (ML). The course focuses on learning how to apply AI and ML to solve real-life problems. Through practical sessions, participants will experience the setting up and use of a simple machine learning tools that do not require coding.\n\n","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/introduction-to-ai-and-machine-learning"},{"_id":43,"year":"2022","course_name":"Technology and Applications of Digital Transformation and Robotics","course_description":"This course enables participants to acquire technical skill competencies in Technology and Applications of Digital Transformation and Robotics to apply the knowledge to improve processes in a manufacturing or operational environment as well as an overview of essential aspects associated with Advanced Manufacturing.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/technology-and-applications-of-digital-transformation-and-robotics"},{"_id":44,"year":"2022","course_name":"Advanced Manufacturing and Industrial IoT","course_description":"This course covers key areas of using digital technologies in manufacturing/operations environment and provides a foundation to Industrial Internet of Thing (IoT). Participants will acquire knowledge necessary for remote monitoring and control of manufacturing facilities through experiential learning.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/advanced-manufacturing-and-industrial-iot"},{"_id":45,"year":"2022","course_name":"IoT and Hybrid Mobile App Development","course_description":"The objective of this course is to equip engineering staff with an appreciation on internet of things (IoT) and developing mobile apps (iOS and Android) for IoT applications. Participants can apply the knowledge and skills to help them improve their operational tasks and increase work productivity. ","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/iot-and-hybrid-mobile-app-development"},{"_id":46,"year":"2022","course_name":"Practical Approach to Cloud Computing","course_description":"Cloud services are readily available through the internet. In this course, students will learn the fundamentals of cloud computing, how to setup a private cloud, provision computing resources with public cloud, and to use IoT (Internet of Things) devices to upload data to cloud for processing.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/practical-approach-to-cloud-computing"},{"_id":47,"year":"2022","course_name":"Advanced Manufacturing Lead - AMLead","course_description":"This overseas immersion programme, called AMLead, will be a flagship one-week intensive study and networking learning journey for senior leaders (including CEOs) of local companies to an overseas technology partner (Bosch). The leaders will have the first-hand opportunity to learn the possibilities of AM implementation and adoption to improve productivity and competitiveness. Technical experts will give a series of workshops. There will be site visits and networking sessions with the management team of the technology partner to explore on potential collaboration opportunities.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/advanced-manufacturing-lead---amlead"},{"_id":48,"year":"2022","course_name":"Practical Approach to Wireless and Computer Networks","course_description":"Through practical sessions, this course teaches how to set up Local Area Network and wireless network for office and home. Participants will learn about IP addressing and how to configure switch, router, wireless Access Point and broadband router with security implementation.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/practical-approach-to-wireless-and-computer-networks"},{"_id":49,"year":"2022","course_name":"Program and Operate Robots in Manufacturing","course_description":"On completion of this unit, learners will have the knowledge and application skills in operate and maintain robots in manufacturing and will be able to apply them to the workplace.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/program-and-operate-robots-in-manufacturing"},{"_id":50,"year":"2022","course_name":"Advanced Machining Processes","course_description":"Provide students with an integral approach to parts and components machining.Topics include job planning, work holding, tool selection and advanced machining processes. Students will also be provided with an introduction on multi-axis machine operations.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/advanced-machining-processes"},{"_id":51,"year":"2022","course_name":"Industrial Robotised Polishing","course_description":"Participants will learn the fundamental knowledge of industrial robot systems and program robots to perform basic movement and tasks. By end of the course participants will be equipped with the fundamental knowledge of robotised polishing systems to program robots to perform basic polishing tasks.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/industrial-robotised-polishing"},{"_id":52,"year":"2022","course_name":"SolidWorks � 3D Modelling and Drawing","course_description":"Participates will learn how to use the SolidWorks mechanical design automation software to build parametric models of parts and assemblies and how to make engineering drawings of those parts and assemblies.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/solidworks-3d-modelling-and-drawing"},{"_id":53,"year":"2022","course_name":"Managing Quality and Safety in Additive Manufacturing (AM)","course_description":"The objectives of the course are to provide students with working knowledge of AM processes and material hazard management and how to assure quality and safety in end part production.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/managing-quality-and-safety-in-additive-manufacturing-(am)"},{"_id":54,"year":"2022","course_name":"Appreciation of IoT and Data Management","course_description":"The objective of this course is to equip Technical Staff with an appreciation on internet of things (IoT) and data management. Participants can apply the knowledge and skills to help them improve their operational tasks and increase work productivity.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/appreciation-of-iot-and-data-management"},{"_id":55,"year":"2022","course_name":"Selecting Additive Manufacturing (AM) Materials and Processes","course_description":"The course gives guidance in how organisations are integrating and adopting AM technologies with traditional manufacturing technologies for part production.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/selecting-additive-manufacturing-(am)-materials-and-processes"},{"_id":56,"year":"2022","course_name":"Autonomous Robots and Computer Vision","course_description":"This course aims to provide participants with an insight of the latest trends and applications in the robotics technology by introducing foundation and practical knowledge on key topics of robotic systems. The course introduces to the participants different methods and technologies to control robotic systems. Participants will learn to be effective in the design of controllers for robotic systems. The course offers a practical point of view into how to design systems that close the perception-process-action loop applied to industry and service domains.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/autonomous-robots-and-computer-vision"},{"_id":57,"year":"2022","course_name":"Sensor Technology and Traceability for Digital Manufacturing","course_description":"Traceability protocols minimize disruption in manufacturing, which has an immediate cost such as messing out production planning and often results in loss of productivity and machine efficiency.  Sensors, RFID and Vision systems can be utilized to capture the information, and through the data management; learners are allowed to realize these traceability protocols.\nBy the end of the course, learners will be able to:\n� Acquire advanced knowledge about the fundamentals and key aspects of traceability\n� Understand the processes and considerations when adding product traceability\n� Identify and select the most fitting inspection/traceability solution \n� Implement product traceability solutions with RFID, camera, and barcode scanner\n� Manage the traceability data","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/sensor-technology-and-traceability-for-digital-manufacturing"},{"_id":58,"year":"2022","course_name":"Application of Robotics","course_description":"This course aims to equip participants with fundamental knowledge on industrial robots. Participants will be aware of benefits of using robots, and be able to select suitable robots and associated components for different applications.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/application-of-robotics"},{"_id":59,"year":"2022","course_name":"Computer Network Control with PLC and SCADA","course_description":"The course aims to equip participants with the state-of-the-art skills required to design a control system over IP (Internet Protocol) by using various technologies including, WLAN, Ethernet, routing, switching, PLC, OPC and SCADA. By extensive use of practical exercises, participants will learn how to integrate control devices on a computer network to extend controllability and accessibility over LAN and WAN. At the end of the course, participants will develop a network control application (NCA) project using various technologies. ","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/computer-network-control-with-plc-and-scada"},{"_id":60,"year":"2022","course_name":"Digital Leadership in Advanced Manufacturing","course_description":"This course aims to provide learners the skills and knowledge to develop a digital transformation strategy and a roadmap for their company, particularly those who are involved in manufacturing.  The learners will have an overview, the trends and impact of Industry 4.0. They will learn how to translate concepts into business values, be able to explore the right digital tools for their organisation; and lead teams to experiment through agile and design thinking.\nAt the end of the course, the learner will be able to develop a digital transformation blueprint and execution plan for their organisation.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/digital-leadership-in-advanced-manufacturing"},{"_id":61,"year":"2022","course_name":"Collaborative Robots Programming and Applications","course_description":"This course equips participants with the fundamental knowledge and application skills to program and operate collaborative robots for assembly application in the automation, manufacturing and robotics industry.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/collaborative-robots-programming-and-applications"},{"_id":62,"year":"2022","course_name":"Digitalisation of Product Development - Foundation","course_description":"This course provides participants with an appreciation of how Digitalisation can transform business and workplace. Participant will learn about advanced Product Design, Development, and Management tools, through the use of Solid Edge.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/digitalisation-of-product-development-foundation"},{"_id":63,"year":"2022","course_name":"Digitalisation of Product Development - Intermediate","course_description":"This course provides participants with skills and knowledge needed to work on Mechanical and Electrical CAD, Design Validation and Prototyping, using a series of digitalisation tools from Solid Edge to accelerate the design process, and manage digital data.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/digitalisation-of-product-development---intermediate"},{"_id":64,"year":"2022","course_name":"Introduction to Digital Workplace Transformation ","course_description":"This course aims to give an overview of digital transformation taking place at the workplace, which encompasses the next wave of innovative advanced manufacturing technologies such as:\n� Data management and analytics; \n� Industrial Internet-of-Things (IIoT); \n� Robotic Process Automation (RPA); \n� Augmented Reality (AR)/ Virtual Reality (VR) applications\n\nThis workshop will also incorporate insights, methodologies and practical approaches in SP�s 4-T Mindset Transformation model to help employees manage change and embrace innovation.\n","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/introduction-to-digital-workplace-transformation"},{"_id":65,"year":"2022","course_name":"Introduction to 5G Technology and Applications","course_description":"This course is to provide participants with a general overview of the 5G wireless technology, its requirements and applications, future development and impact on industry.\n\nParticipants will be able to understand the importance of 5G technology as an enabler of industrial transformation such as smart nation and autonomous transport solutions and acquire basic knowledge to engage service provider to deploy 5G technology to enhance the efficiency, reliability and quality of their operation and services.\n\nAs 5G technology has great potential to transform many industries due to its speed and bandwidth which the current 4G technology is not able to provide for certain applications that require large amount of real time data in short intervals, the course will provide participants an insight of 5G and beyond so that they have some ideas of the trend and vision ","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/introduction-to-5g-technology-and-applications"},{"_id":66,"year":"2022","course_name":"Industrial Additive Manufacturing for Practitioners","course_description":"The objectives of the course are to provide working participants with practical holistic knowledge of the additive manufacturing technology, where they can independently make an informed evaluation before they introduce the technology to their own business environment and applications. ","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/industrial-additive-manufacturing-for-practitioners"},{"_id":67,"year":"2022","course_name":"Operationalising Additive Manufacturing: Comprehensive overview of processes, codes, standards, quality control and assurance, and certification","course_description":"The course enables participants to achieve a comprehensive understanding of additive manufacturing with emphasis on standards, codes and certification of AM parts. The course also equips participants with the knowledge required to operationalise their organisations to adopt AM and the processes required for part approval.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/operationalising-additive-manufacturing-comprehensive-overview-of-processes-codes-standards-quality-control-and-assurance-and-certification"},{"_id":68,"year":"2022","course_name":"Essentials of 3D Modelling and Drawing with Autodesk Inventor","course_description":"This course equips participants with essential knowledge and skills in computer-aided design, assembly and drafting using Autodesk Inventor. Participants can apply their skills in designing various devices and equipment, and creating documentation of the designed parts and assembly. They can use the designed items for various application such as manufacturing, simulation, etc.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/essentials-of-3d-modelling-and-drawing-with-autodesk-inventor"},{"_id":69,"year":"2022","course_name":"IoT for Electronics industry","course_description":"This course equips participants with the knowledge of internet of things (IoT), IoT applications and its eco-systems used in the semiconductor/electronics manufacturing industry. There would be hands-on session with setting up an IoT system and participants can apply the knowledge and skills to help improve their operational tasks and increase work productivity.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/iot-for-electronics-industry"},{"_id":70,"year":"2022","course_name":"Data Analytics for Electronics Industry","course_description":"This course equips participants with knowledge of fundamentals of data analytics. Participants will be able to apply these analysis tools to their data when designing and developing their future intelligent systems for the electronics & semiconductor industries. There would be hands-on session with the data analysis tools such as data wrangling, visualisations, regression models and prediction. Participants can apply the knowledge and skills to help improve their operational tasks and increase work productivity.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/data-analytics-for-electronics-industry"},{"_id":71,"year":"2022","course_name":"Computer Aided Design & Digital Fabrication","course_description":"This course equips participants with digital fabrication technologies skills such as 3D printing & laser cutting, and how to use CAD software to create 2D and 3D models, which they can then fabricate functional prototypes.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/computer-aided-design-digital-fabrication"},{"_id":72,"year":"2022","course_name":"Computer Controlled Machining","course_description":"This course teaches both 2D and 3D computer controlled machining (CNC). Participants will be introduced to technology, types of stock, machine tooling, calculation of feeds & speeds and how to generate 2D and 3D toolpath from CAD models. Participants will use a large format & a precision CNC to fabricate 2D & 3D CAD models that they have designed.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/computer-controlled-machining"},{"_id":73,"year":"2022","course_name":"Engineering Practice for Digital Transformation","course_description":"This course is designed with a project-based learning methodology. It is targeted at assistant engineers in manufacturing and engineering services who are involved in project development in their companies and wish to acquire specific technical skills in emerging technologies. They will be required to implement industry relevant projects to improve productivity and sustainability for their companies. This is achieved through company-defined projects which are scoped for the participants to work on.\n\nThis course helps participants to understand the importance of digital transformation and create a project-based solution focusing on real work environment needs to enhance the efficiency, reliability and quality of their operation and services.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/engineering-practice-for-digital-transformation"},{"_id":74,"year":"2022","course_name":"Robot Operating System Industrial (ROS-I)","course_description":"This course provides participants with the state-of-art skills required to setup a ROS platform and configure various functions of ROS. Participants will receive hands-on experience in using Linux (Ubuntu) and the advanced ROS platform. Participants will be exposed to extensive use of practical exercises. Participants will learn how to integrate the ROS platform into an industrial robot application. Participants will learn various concepts of robotics such as perception, manipulation and path planning. Participants will be equipped with skills to integrate these technologies through the ROS platform.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/robot-operating-system-industrial-(ros-i)"},{"_id":75,"year":"2022","course_name":"Implementing Industrial Internet of Things for Shop Floor","course_description":"This course equips participants with fundamental knowledge and skills on the implementation of Industrial Internet of Things (IIoT) for shop floor using cost-effective, yet reliable and simple-to-implement hardware and software.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/implementing-industrial-internet-of-things-for-shop-floor"},{"_id":76,"year":"2022","course_name":"Introduction to Industrial Failure Mode and Effects Analysis (FMEA)","course_description":"This course equips participants with the knowledge of Failure Mode and Effects Analysis (FMEA), giving them a step-by-step approach for identifying all possible failures in a design, manufacturing process, equipment, or service. Participants will  have the opportunity to work on real-life case studies where they will learn how to make a proper risk assessment, prioritize the different critical levels of risk, and trigger necessary mitigation actions.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/introduction-to-industrial-fmea"},{"_id":77,"year":"2022","course_name":"Collaborative Robot Cell Integrated with Vision for Shop Floor Applications","course_description":"This course equips participants with essential knowledge and skills in setting up and programming a cobot cell which includes collaborative robot, a vision camera, and other components such as a safety scanner, and an external controller such as a programmable logic controller (PLC). ","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/collaborative-robot-cell-integrated-with-vision-for-shop-floor-applications"},{"_id":78,"year":"2022","course_name":"Designing & Programming with Smart Electronics","course_description":"This course equips participants with the ability to design electronic circuitry and programming of embedded systems, interface sensors and displays on smart devices, as well as design & fabricate their own custom printed circuit boards.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/designing-programming-with-smart-electronics"},{"_id":79,"year":"2022","course_name":"Introduction to Structural Simulations using Solidworks Simulations","course_description":"This course gives participants a good grounding of the basic mechanical knowledge and how finite element analysis can be done on in the product design process with the use of Solidworks Simulation.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/introduction-to-structural-simulations-using-solidworks-simulations"},{"_id":80,"year":"2022","course_name":"Autonomous Mobile Robots (AMR) Implementation and Applications","course_description":"This course aims to equip participants with necessary skills to setup, programme and integrate the autonomous mobile robot (AMR) in a manufacturing facility.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/autonomous-mobile-robots-(amr)-implementation-and-applications"},{"_id":81,"year":"2022","course_name":"Introduction to Infrared Thermography","course_description":"This course aims to provide participants with an understanding of infrared thermography concepts and technology. Participants will attain relevant skills required to interpret image of temperature distribution and draw accurate conclusions that will prevent and identify faults before happening.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/introduction-to-infrared-thermography"},{"_id":82,"year":"2022","course_name":"Basic CAD modelling using CATIA","course_description":"This course aims to bring participants to the world of Computer Aided Design (CAD) using Catia Software. The program is based on the concept of imparting participants with basic knowledge and skill in Computer CAD design, assembly and drafting skill.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/basic-cad-modelling-using-catia"},{"_id":83,"year":"2022","course_name":"Vibration Analysis using ANSYS FEA and Vibration Measurement for Engineering Applications","course_description":"The course allows participants to understand the finite element method for solving engineering problems (i.e., vibration).  The commercial software (ANSYS) will be used to demonstrate the various vibrations as well as to validate the vibration measurements. To obtain the vibration measurements, some practical vibration measurement techniques will be taught.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/vibration-analysis-using-ansys-fea-and-vibration-measurement-for-engineering-applications"},{"_id":84,"year":"2022","course_name":"Structural Analysis using ANSYS FEA for Engineering Applications","course_description":"The course allows participants to appreciate structural analysis with commercial (ANSYS) Finite Element Analysis software for solving engineering problems with lab practical sessions to enhance the learning outcome. The lab practical sessions will be linked to the analysis simulation.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/structural-analysis-using-ansys-fea-for-engineering-applications"},{"_id":85,"year":"2022","course_name":"Advanced Manufacturing (i4.0) Learning Journey","course_description":"This course aims to provide participants with an understanding on how practical i4.0 solutions can be used to transform the shopfloor and manufacturing line.  Also, it will aim to bring participants close to the line, experiencing how robotics, Autonomous Mobile Robots (AMR), and machines can be integrated to work seamlessly. Data will be tapped out from machine for data visualization and line optimization. ","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/Advanced_Manufacturing_(i40)_Learning_Journey"},{"_id":86,"year":"2022","course_name":"Industrial Autonomous Mobile Robots (AMRs) Navigation and Planning via ROS","course_description":"The course provides participants with understanding of Linux (Ubuntu) and advanced ROS platform where they will learn how to integrate the ROS platform into AMRs deployment at industrial setup. Participants will learn various concepts of AMRs technologies such as mapping, localization and navigation, including obstacle avoidance. Participants will be equipped with skills to integrate these technologies through the ROS platform.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/industrial-autonomous-mobile-robots-(amrs)-navigation-and-planning-via-ros"},{"_id":87,"year":"2022","course_name":"Integrated Product Lifecycle Processes � Opportunities & Challenges","course_description":"The course aims to provide the participants with knowledge of how product lifecycle management (PLM) integrates data, processes, business systems and people in an extended enterprises. It will also illustrate how this information is managed throughout the entire product lifecycle efficiently and cost-effectively: from ideation, design, and manufacture to service and disposal.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/integrated-product-lifecycle-processes-opportunities-challenges"},{"_id":88,"year":"2022","course_name":"Horizontal Integration � Opportunities & Challenges","course_description":"The course aims to provide participants with essential knowledge of the various key technologies needed to initiate or partake in an end-to-end integration of IT (Information Technologies) and OT (Operation Technologies) in the manufacturing environment. Focusing on the horizontal integration of a company operations, the course will cover inbound to outbound logistics with cases studies and group activities covering sourcing, intelligence control rooms, and smart warehouses.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/horizontal-integration-opportunities-challenges"},{"_id":89,"year":"2022","course_name":"Vertical Integration and Operations Processes � Opportunities & Challenges","course_description":"The course aims to provide participants with essential knowledge of the various key technologies needed to initiate or partake in an end-to-end vertical integration of IT (Information Technologies) and OT (Operation Technologies) in the manufacturing environment. Focusing on the shopfloor, the course will explain in depth the 5 different layers of the automation pyramid (ISA-95 / RAMI 4.0) and which technologies are used as an enabler of Industry 4.0. Key concepts of automation, connectivity and interoperability will also be part of the course","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/vertical-integration-and-operations-processes-opportunities-challenges"},{"_id":90,"year":"2022","course_name":"Prioritizing Digitalization in Manufacturing for Post COVID-19","course_description":"The course aims to provide participants with deep knowledge of industry 4.0, its applications and related quantitative/qualitative benefits. The course will cover the prioritisation methodology on how to prioritise the digitization efforts in manufacturing.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/prioritizing-digitalization-in-manufacturing-for-post-covid-19"},{"_id":91,"year":"2022","course_name":"Industry 4.0 Vertical Integration from Shop-floor to Top-floor","course_description":"The course provides participants with understanding of technology that enables connectivity and industrial integration in such varied use-cases today such condition monitoring, manufacturing process monitoring and predictive monitoring, all of which rely on the ability to integrate data from the Shop-floor to a higher level � the Top-floor. Participants get hands-on experience in using edge gateways such as the SIG200 IO-Link Master and TDC-E with the use of practical exercises to learn about Vertical Integration. They will focus on a practical use-case of Overall Equipment Effectiveness in their learning of the Vertical Integration technologies so as to bring a practical and realistic value to their knowledge. Participants will be equipped with skills to navigate these technologies in that and other use-cases and application when they come across them in their industries.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/industry-40-vertical-integration-from-shop-floor-to-top-floor"},{"_id":92,"year":"2022","course_name":"Introduction to Advanced Manufacturing (Asynchronous e-learning)","course_description":"The 10 short online learning modules aim to provide participants with a broad overview of the various emerging technologies employed in advanced manufacturing. Such technologies are part of Industry 4.0 (i4.0) which are embraced by manufacturing companies today. They will appreciate the practical benefits and applications of i4.0 and understand how it can help a company gain a competitive edge. They will also understand that i4.0 is not a subtractive force that takes away their jobs but to help them scale up the value-add chain. Accessible by PC or any handheld devices, participants can learn anytime and anywhere.","reference":"https://www.sp.edu.sg/pace/courses/course-type/online/introduction-to-advanced-manufacturing"},{"_id":93,"year":"2022","course_name":"Project-Based Workplace Learning in Manufacturing","course_description":"Workplace learning forms the cornerstone of CET education where our participants obtain relevant professional industrial insights and skills. Through the format of a project, this course serves as the key platform for our participants to apply their theoretical knowledge in a real-life context and hone their practical skills and cultivate the right working attitude. Participants will be coached as a group for the duration of the course","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/project-based-workplace-learning-in-manufacturing"},{"_id":94,"year":"2022","course_name":"Robotics and Automation Application","course_description":"This course will provide participants with knowledge and skills on the understanding of Collaborative Robots, Industrial Robots, Autonomous Guided Vehicles, and other autonomous devices. They will learn various concepts of robotic technologies such as mapping, localization, navigation, planning, and manipulation. They will also analyse and solve simple issues encountered by the use or design for the use of these systems","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/robotics-and-automation-application"},{"_id":95,"year":"2022","course_name":"Internet of Things (IoT) Systems�and Applications","course_description":"This course aims to equip participants with the capabilities to recognise an existing smart infrastructure, and to design and implement a new Internet of Things (IoT) solution. This course covers a wide spectrum of fundamental topics such networking technologies and protocols, IoT/M2M architecture and infrastructure, cloud computing, systems security and data analytics focusing on how it works together to form a complete IoT ecosystem. Through practical sessions, participants will experience the setting up of a simple IoT system.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/internet-of-things(iot)-systems-and-applications"},{"_id":96,"year":"2022","course_name":"AutoCAD 2D - Intermediate","course_description":"The course covers the methodology (workflow processes) in using the software. It is developed for participants with basic knowledge of AutoCAD to improve their competency level in the use of the software. This course focuses a lot more on the features that enhance and speed up workflow processes.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/autocad-2d---intermediate"},{"_id":97,"year":"2022","course_name":"I4.0 Learning Journey with SIRI","course_description":"This course aims to provide participants with a fundamental understanding of Smart Industry Readiness Index (SIRI), its frameworks and tools. Participants will also receive a realization of Industry 4.0 benefits through use-cases demonstration.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-register/i40-learning-journey-with-siri"},{"_id":98,"year":"2022","course_name":"Company and Workforce Transformation - Business Needs Analysis","course_description":"This course will facilitate participants to explore and brainstorm on the key organization goals and business objectives. The participants will be able to assess the current scenario and identify the gaps. Participants who would be mainly the senior stakeholders will be enabled to analyze various product/service offerings and identify gaps. The participants will then evaluate the recommendations to close these gaps.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/company-and-workforce-transformation-(cwt)-programme/company-and-workforce-transformation-business-needs-analysis"},{"_id":99,"year":"2022","course_name":"Company and Workforce Transformation - Business Strategy and Transformation Roadmapping (BizST*R)","course_description":"This course will facilitate participants to make better informed decisions in their firm-level innovation strategies. The course will provide a roadmap where the teams can work together to develop deeper capabilities in innovation. This course will help participants to form a strategic business plan based on key objectives defined and also understand the key drivers to develop new ideas and to grow business and generate long-term profit.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/company-and-workforce-transformation-(cwt)-programme/Business_Strategy_and_Transformation_Roadmapping_(BizSTR)"},{"_id":100,"year":"2022","course_name":"Company and Workforce Transformation - Process Redesign","course_description":"This course will facilitate participants to develop process improvement to understand and engage in activities that will have an increased likelihood of success. This will help managements to commit to adopting formal methodologies, setting clear targets and providing employee training and auditing it at regular intervals to measure the outcomes and re-calibrate the process if required.","reference":"https://www.sp.edu.sg/pace/courses/course-type/short-modular/open-for-roi/company-and-workforce-transformation-(cwt)-programme/company-and-workforce-transformation-process-redesign"}],"_links":{"start":"/api/action/datastore_search?resource_id=d_b4441d68ce973f949df9371bda50e0bf","next":"/api/action/datastore_search?resource_id=d_b4441d68ce973f949df9371bda50e0bf&offset=100"},"total":364}}