The document discusses testing a value proposition for improving education. It identifies problems with the current education system, such as a disconnect between education and workplace needs. It proposes solutions like imparting meaningful education, inculcating decision-making skills, and participative decision processes. A pilot study was conducted using an interactive teaching method with 22 weak math students. Results showed large gains in their math test scores and also improved performance in their regular school's end of term exams in math, science, and English. This suggests the value proposition of improving educational outcomes may be valid.
A Bilevel Optimization Approach to Machine Learningbutest
This document is a doctoral thesis submitted by Gautam Kunapuli to Rensselaer Polytechnic Institute in partial fulfillment of the requirements for a Doctor of Philosophy in Mathematics. The thesis proposes a new bilevel optimization approach for solving machine learning problems involving model selection. It formulates machine learning problems as bilevel programs, which are transformed into mathematical programs with equilibrium constraints. It then develops two algorithms for optimizing these problems: one uses nonlinear programming to relax the constraints, while the other uses successive linearization. The thesis applies these approaches to problems in support vector classification and regression, and tests them on synthetic and real-world datasets.
This dissertation presents research on specialized decision algorithms for string constraints to support program analysis. It identifies a set of string constraints that captures common programming language constructs and permits efficient solving algorithms. It presents algorithms for solving regular matching assignments, concatenation-intersection problems, and general systems of subset constraints over regular languages. It also evaluates various automata data structures and algorithms to inform the design of efficient solving approaches. The goal is to provide a constraint solving interface that allows client analyses to reason about strings similarly to using a SAT solver for binary states. Experimental results show the prototype solver to be several orders of magnitude faster than competing approaches on published benchmarks.
This document provides an overview of IBM System Storage business continuity solutions. It discusses key business continuity principles and challenges companies face. It then describes IBM's portfolio of business continuity solutions, which are organized into layers: hardware infrastructure, core technologies, platform integration, and application integration. The solutions are further categorized into tiers for continuous availability and rapid data recovery. Specific IBM business continuity products are then outlined, including GDPS, GDOC, HACMP/XD, Copy Services for System i, and rapid data recovery options for System z and distributed platforms.
HRL: Learning Subgoals and State AbstractionDavid Jardim
This document is a dissertation presented by David Walter Figueira Jardim for the degree of Master in Computer Science from Lisbon University Institute. The dissertation discusses hierarchical reinforcement learning and methods for autonomously discovering subgoals and state abstractions. It presents a new method that allows an agent to discover and create temporal abstractions in the form of options based on identifying useful subgoals. The research focuses on applying this method to room-to-room navigation and taxi problems. The dissertation reviews relevant background literature and presents initial experiments applying hierarchical reinforcement learning to these domains.
This document is a dissertation submitted by Ulrich Benedikt Staudinger to the University of Liverpool in partial fulfillment of the requirements for a Master of Business Administration degree in 2012. The dissertation examines the impact of multilateral trading facilities (MTFs) on corporate security trading value chains. It begins with an introduction that establishes the goals of the study, which are to develop a confirmed securities trading value chain model, assess the impact of MTFs on the value chain and financial industry, and state further hypotheses. The document then reviews relevant literature on topics such as key players in European financial markets, characteristics of value chains and grids, security trading value chains, value-generating activities, and the effects of changes like dark liquid
This document provides a complete guide for planning and deploying IBM Tivoli Identity Manager 5.0. It includes guidance on the business context for identity management, planning a client engagement, profiling the client environment, and designing an identity management solution. The guide covers topics such as centralized user management, access control models, organizational structure, policies, and integrating with existing systems. It is intended to help consultants and customers successfully implement an identity management project.
This thesis examines the selection of an optimal country for a new packaging facility location for a small company. It utilizes a combination of fuzzy AHP and TOPSIS methods for multi-criteria decision making under uncertainty. Latvia is identified as the best country alternative after evaluating each country based on predetermined location factors. A sensitivity analysis also found Latvia and Poland to be the most stable alternatives when changing the importance of factors.
The document discusses testing a value proposition for improving education. It identifies problems with the current education system, such as a disconnect between education and workplace needs. It proposes solutions like imparting meaningful education, inculcating decision-making skills, and participative decision processes. A pilot study was conducted using an interactive teaching method with 22 weak math students. Results showed large gains in their math test scores and also improved performance in their regular school's end of term exams in math, science, and English. This suggests the value proposition of improving educational outcomes may be valid.
A Bilevel Optimization Approach to Machine Learningbutest
This document is a doctoral thesis submitted by Gautam Kunapuli to Rensselaer Polytechnic Institute in partial fulfillment of the requirements for a Doctor of Philosophy in Mathematics. The thesis proposes a new bilevel optimization approach for solving machine learning problems involving model selection. It formulates machine learning problems as bilevel programs, which are transformed into mathematical programs with equilibrium constraints. It then develops two algorithms for optimizing these problems: one uses nonlinear programming to relax the constraints, while the other uses successive linearization. The thesis applies these approaches to problems in support vector classification and regression, and tests them on synthetic and real-world datasets.
This dissertation presents research on specialized decision algorithms for string constraints to support program analysis. It identifies a set of string constraints that captures common programming language constructs and permits efficient solving algorithms. It presents algorithms for solving regular matching assignments, concatenation-intersection problems, and general systems of subset constraints over regular languages. It also evaluates various automata data structures and algorithms to inform the design of efficient solving approaches. The goal is to provide a constraint solving interface that allows client analyses to reason about strings similarly to using a SAT solver for binary states. Experimental results show the prototype solver to be several orders of magnitude faster than competing approaches on published benchmarks.
This document provides an overview of IBM System Storage business continuity solutions. It discusses key business continuity principles and challenges companies face. It then describes IBM's portfolio of business continuity solutions, which are organized into layers: hardware infrastructure, core technologies, platform integration, and application integration. The solutions are further categorized into tiers for continuous availability and rapid data recovery. Specific IBM business continuity products are then outlined, including GDPS, GDOC, HACMP/XD, Copy Services for System i, and rapid data recovery options for System z and distributed platforms.
HRL: Learning Subgoals and State AbstractionDavid Jardim
This document is a dissertation presented by David Walter Figueira Jardim for the degree of Master in Computer Science from Lisbon University Institute. The dissertation discusses hierarchical reinforcement learning and methods for autonomously discovering subgoals and state abstractions. It presents a new method that allows an agent to discover and create temporal abstractions in the form of options based on identifying useful subgoals. The research focuses on applying this method to room-to-room navigation and taxi problems. The dissertation reviews relevant background literature and presents initial experiments applying hierarchical reinforcement learning to these domains.
This document is a dissertation submitted by Ulrich Benedikt Staudinger to the University of Liverpool in partial fulfillment of the requirements for a Master of Business Administration degree in 2012. The dissertation examines the impact of multilateral trading facilities (MTFs) on corporate security trading value chains. It begins with an introduction that establishes the goals of the study, which are to develop a confirmed securities trading value chain model, assess the impact of MTFs on the value chain and financial industry, and state further hypotheses. The document then reviews relevant literature on topics such as key players in European financial markets, characteristics of value chains and grids, security trading value chains, value-generating activities, and the effects of changes like dark liquid
This document provides a complete guide for planning and deploying IBM Tivoli Identity Manager 5.0. It includes guidance on the business context for identity management, planning a client engagement, profiling the client environment, and designing an identity management solution. The guide covers topics such as centralized user management, access control models, organizational structure, policies, and integrating with existing systems. It is intended to help consultants and customers successfully implement an identity management project.
This thesis examines the selection of an optimal country for a new packaging facility location for a small company. It utilizes a combination of fuzzy AHP and TOPSIS methods for multi-criteria decision making under uncertainty. Latvia is identified as the best country alternative after evaluating each country based on predetermined location factors. A sensitivity analysis also found Latvia and Poland to be the most stable alternatives when changing the importance of factors.
This document provides a literature review on communication in cricket. It discusses how both verbal and non-verbal communication are important, with non-verbal communication making up a significant portion of overall communication. The relevance of communication to cricket is explored, noting how communication is needed for information transfer, motivation, and problem solving between teammates. Effective communication and coordination are seen as essential for team performance and success in cricket. Research suggests coordination needs increase with larger team sizes, and failures to synchronize efforts can lead to coordination losses.
This research report presents a methodology for developing families of business information systems. The methodology aims to improve the design of business families for service-oriented architectures. The report introduces the concept of business family engineering and describes a software process for developing business families. It defines how to model variability in business families using feature models and how to design the domain and choreographies of business families. The goal is to provide a holistic approach for systematically developing multiple business information systems that share common processes and functionalities.
This document presents an overview of integrated optimization methods that unify mathematical programming and constraint programming approaches. The key ideas are presented in a search-infer-and-relax framework, where problems are modeled to reveal structure, inference techniques like propagation are used to infer additional constraints, and relaxations like linear programming are used to obtain bounds. This framework allows different techniques to work together to solve problems.
This document provides an overview of a book about using mathematical methods to understand and improve call center performance. It explains that the book aims to explain call center mathematics without complicated formulas, instead focusing on what the formulas mean and how they can be used. It also notes that there is a companion website where readers can perform calculations. The book is intended for both call center managers who want to understand how to use data and math to make decisions, as well as students interested in applications of queueing theory.
This thesis examines the potential for immersive virtual reality (VR) to influence consumer behavior in destination marketing. Through two studies - a lab experiment and a field experiment - the authors investigate the effect of immersive VR versus 2D pictures on consumer outcomes like destination attitude and behavioral intentions. The results show that immersive VR does not have a significant total effect on consumer outcomes. However, mediation analyses reveal indirect effects through factors like telepresence, enjoyment, mental imagery, and predicted emotions/experiences. Perceived picture quality is also found to moderate some relationships. The findings suggest immersive VR content can impact destination attitude and purchase intentions when developed to stimulate important factors and used with high-quality equipment.
The document is a guidebook published by the National Autism Center that provides information and resources to help families of children with autism spectrum disorders make informed decisions about evidence-based treatments. It discusses autism spectrum disorders and how they are diagnosed. It also summarizes the research findings from the National Autism Center's National Standards Project, which identified 11 established interventions for treating autism. The guidebook emphasizes the importance of professional judgment, data collection, and considering family values and preferences in determining the most appropriate treatments.
This document describes the software architecture design for ProjectPlace. It outlines a three-tier architecture with modules for the client applet, server, logger, common room, project room, and plugins. The document scope is the architecture design and product scope is ProjectPlace. It provides high-level descriptions of each module and their inputs/outputs.
This document provides an introduction and overview of the book "Supply Chain Science" by Wallace J. Hopp. The book aims to provide a scientific framework for understanding complex production and supply chain systems to help managers make better decisions.
The introduction discusses defining a supply chain and establishing the goals of applying a scientific approach to help managers address a wide range of problems in their unique supply chain systems.
The book is structured into three parts that cover the science of individual stations, lines of stations, and entire supply chains. Station science examines capacity, variability, and batching. Line science analyzes flows, buffering, and push/pull systems. Supply chain science focuses on inventory management, pooling resources, and collaboration.
The document is Karen Deller's doctoral thesis submitted in partial fulfilment of the requirements for a Doctor of Philosophy degree from the University of Johannesburg. The thesis examines the design and implementation of a Recognition of Prior Learning (RPL) programme for the South African insurance sector. It presents the background and context for RPL and the research. The methodology used a qualitative programme evaluation approach involving interviews and case studies to understand participants' experiences of the RPL process. Key findings from the data analysis are also summarized.
This document describes a study submitted for a Master's degree in Information Technology. The study focuses on generating IEEE/ISO 42010-2011 compliant views of URDAD platform-independent models with a graphical syntax. Quality requirements for the graphical syntax are defined based on principles of effective visual notation design. Graphical modelling tools are developed and evaluated based on these principles to implement views for URDAD service contract and data structure specifications. The tools aim to make the URDAD language more accessible for practitioners.
This document is a free online calculus textbook. It was created by David Guichard and others and submitted to an open textbook initiative in California. The textbook is updated occasionally by the authors to correct errors and add new material. It covers topics in analytic geometry, limits, derivatives, integrals, and infinite series and is made freely available under a Creative Commons license.
This dissertation examines a theoretical model of pay satisfaction consequences. It develops two typologies to explain the relationship between dimensions of pay satisfaction and various consequences. Through a combination of these typologies, a general model of pay satisfaction consequences is formed. The model proposes that different dimensions of pay satisfaction will influence different types of consequences in various ways. The model is tested using Heneman and Schwab's conceptualization of pay satisfaction.
This document is an introduction to an online textbook for learning to program in Java. It provides an overview of the textbook's contents and structure. The textbook is available both as a PDF and on the web. It covers topics such as machine language, object-oriented programming, user interfaces, and the internet as they relate to Java programming. The textbook is released under a Creative Commons license that allows for free distribution with modifications.
The document describes a research study that developed an automated billing system with a touch screen interface for the Office of the Treasurer of Municipal Government of Nasugbu, Batangas. The system automates tax billing and allows users to view income reports through a touch screen. The researchers used the waterfall model and tested the system to determine if it improved efficiency, reliability, security and other factors compared to the existing manual system. Results found the proposed automated system was rated as excellent or very satisfactory across all evaluation criteria.
This document provides a syllabus for an introduction to artificial intelligence course. It outlines 14 topics that will be covered in the class, including what AI is, the mathematics behind it like probability and linear algebra, search techniques, constraint satisfaction problems, probabilistic reasoning, Bayesian networks, graphical models, neural networks, machine learning, planning, knowledge representation, reinforcement learning, logic in AI, and genetic algorithms. It also lists the course requirements, which include exams, homework, and a group project to simulate predators and prey.
This document discusses various C++ concepts including primitive types, operators, control structures, arrays, pointers, strings, classes, inheritance, polymorphism and streams. It covers topics such as modulus operator, conversion between types, assignment operators, if/else, while loops, declaring and initializing arrays, passing arrays to functions, pointer declaration and arithmetic, constructors, destructors, access specifiers, operator overloading, method overriding, virtual functions, abstract base classes and stream input/output.
The document discusses a proposal to address problems in the Indian education system. It aims to reduce the disconnect between education and workplace/university needs. It also wants to better prepare students for a changing future. The proposal involves imparting meaningful education, teaching decision-making skills, and participative decision processes. It discusses testing this value proposition through a pilot study on student performance and perceptions of educational quality and potential for change. The outcomes showed students performed well in AGEM tests and school exams after participating. The conclusion evaluates the market size and positive responses from principals about the scope for improvement.
German Design provides complete technical services and interior fit-out solutions in the UAE and Middle East. This includes various activities like industrial flooring, waterproofing, sound isolation, screeding, surface preparation, protective coatings, concrete repairs, pool maintenance, general building maintenance, aluminum and glass works, and plumbing, electrical, and welding works. The company aims to provide innovative solutions that exceed client expectations and maintain high quality and safety standards.
The document discusses the marketing and revenue strategies of AGEM, an education company. It describes AGEM's initial focus on seeking venture capital and direct sales to schools. Early attempts to sell to schools revealed that most schools resist changes to their steady-state systems. The document then outlines AGEM's revised marketing approach, which involves demonstrating the product's value through controlled trials in partner schools and targeting schools open to innovation. It also identifies the company's key customer segments and marketing themes, and acknowledges its risky assumption of maintaining cash flow to achieve scale.
The document proposes solutions to problems in the Indian education system. It identifies two key problems: 1) education is disconnected from workplace/tertiary education needs, and 2) the system does not adequately prepare students for a changing future. The proposed solutions are: 1) imparting meaningful education that develops skills like inference and intuition, 2) inculcating decision-making skills through experiences like games, and 3) fostering participative decision processes. The document plans to test these solutions through pilot studies measuring student performance and perceptions from various stakeholders.
This document provides a literature review on communication in cricket. It discusses how both verbal and non-verbal communication are important, with non-verbal communication making up a significant portion of overall communication. The relevance of communication to cricket is explored, noting how communication is needed for information transfer, motivation, and problem solving between teammates. Effective communication and coordination are seen as essential for team performance and success in cricket. Research suggests coordination needs increase with larger team sizes, and failures to synchronize efforts can lead to coordination losses.
This research report presents a methodology for developing families of business information systems. The methodology aims to improve the design of business families for service-oriented architectures. The report introduces the concept of business family engineering and describes a software process for developing business families. It defines how to model variability in business families using feature models and how to design the domain and choreographies of business families. The goal is to provide a holistic approach for systematically developing multiple business information systems that share common processes and functionalities.
This document presents an overview of integrated optimization methods that unify mathematical programming and constraint programming approaches. The key ideas are presented in a search-infer-and-relax framework, where problems are modeled to reveal structure, inference techniques like propagation are used to infer additional constraints, and relaxations like linear programming are used to obtain bounds. This framework allows different techniques to work together to solve problems.
This document provides an overview of a book about using mathematical methods to understand and improve call center performance. It explains that the book aims to explain call center mathematics without complicated formulas, instead focusing on what the formulas mean and how they can be used. It also notes that there is a companion website where readers can perform calculations. The book is intended for both call center managers who want to understand how to use data and math to make decisions, as well as students interested in applications of queueing theory.
This thesis examines the potential for immersive virtual reality (VR) to influence consumer behavior in destination marketing. Through two studies - a lab experiment and a field experiment - the authors investigate the effect of immersive VR versus 2D pictures on consumer outcomes like destination attitude and behavioral intentions. The results show that immersive VR does not have a significant total effect on consumer outcomes. However, mediation analyses reveal indirect effects through factors like telepresence, enjoyment, mental imagery, and predicted emotions/experiences. Perceived picture quality is also found to moderate some relationships. The findings suggest immersive VR content can impact destination attitude and purchase intentions when developed to stimulate important factors and used with high-quality equipment.
The document is a guidebook published by the National Autism Center that provides information and resources to help families of children with autism spectrum disorders make informed decisions about evidence-based treatments. It discusses autism spectrum disorders and how they are diagnosed. It also summarizes the research findings from the National Autism Center's National Standards Project, which identified 11 established interventions for treating autism. The guidebook emphasizes the importance of professional judgment, data collection, and considering family values and preferences in determining the most appropriate treatments.
This document describes the software architecture design for ProjectPlace. It outlines a three-tier architecture with modules for the client applet, server, logger, common room, project room, and plugins. The document scope is the architecture design and product scope is ProjectPlace. It provides high-level descriptions of each module and their inputs/outputs.
This document provides an introduction and overview of the book "Supply Chain Science" by Wallace J. Hopp. The book aims to provide a scientific framework for understanding complex production and supply chain systems to help managers make better decisions.
The introduction discusses defining a supply chain and establishing the goals of applying a scientific approach to help managers address a wide range of problems in their unique supply chain systems.
The book is structured into three parts that cover the science of individual stations, lines of stations, and entire supply chains. Station science examines capacity, variability, and batching. Line science analyzes flows, buffering, and push/pull systems. Supply chain science focuses on inventory management, pooling resources, and collaboration.
The document is Karen Deller's doctoral thesis submitted in partial fulfilment of the requirements for a Doctor of Philosophy degree from the University of Johannesburg. The thesis examines the design and implementation of a Recognition of Prior Learning (RPL) programme for the South African insurance sector. It presents the background and context for RPL and the research. The methodology used a qualitative programme evaluation approach involving interviews and case studies to understand participants' experiences of the RPL process. Key findings from the data analysis are also summarized.
This document describes a study submitted for a Master's degree in Information Technology. The study focuses on generating IEEE/ISO 42010-2011 compliant views of URDAD platform-independent models with a graphical syntax. Quality requirements for the graphical syntax are defined based on principles of effective visual notation design. Graphical modelling tools are developed and evaluated based on these principles to implement views for URDAD service contract and data structure specifications. The tools aim to make the URDAD language more accessible for practitioners.
This document is a free online calculus textbook. It was created by David Guichard and others and submitted to an open textbook initiative in California. The textbook is updated occasionally by the authors to correct errors and add new material. It covers topics in analytic geometry, limits, derivatives, integrals, and infinite series and is made freely available under a Creative Commons license.
This dissertation examines a theoretical model of pay satisfaction consequences. It develops two typologies to explain the relationship between dimensions of pay satisfaction and various consequences. Through a combination of these typologies, a general model of pay satisfaction consequences is formed. The model proposes that different dimensions of pay satisfaction will influence different types of consequences in various ways. The model is tested using Heneman and Schwab's conceptualization of pay satisfaction.
This document is an introduction to an online textbook for learning to program in Java. It provides an overview of the textbook's contents and structure. The textbook is available both as a PDF and on the web. It covers topics such as machine language, object-oriented programming, user interfaces, and the internet as they relate to Java programming. The textbook is released under a Creative Commons license that allows for free distribution with modifications.
The document describes a research study that developed an automated billing system with a touch screen interface for the Office of the Treasurer of Municipal Government of Nasugbu, Batangas. The system automates tax billing and allows users to view income reports through a touch screen. The researchers used the waterfall model and tested the system to determine if it improved efficiency, reliability, security and other factors compared to the existing manual system. Results found the proposed automated system was rated as excellent or very satisfactory across all evaluation criteria.
This document provides a syllabus for an introduction to artificial intelligence course. It outlines 14 topics that will be covered in the class, including what AI is, the mathematics behind it like probability and linear algebra, search techniques, constraint satisfaction problems, probabilistic reasoning, Bayesian networks, graphical models, neural networks, machine learning, planning, knowledge representation, reinforcement learning, logic in AI, and genetic algorithms. It also lists the course requirements, which include exams, homework, and a group project to simulate predators and prey.
This document discusses various C++ concepts including primitive types, operators, control structures, arrays, pointers, strings, classes, inheritance, polymorphism and streams. It covers topics such as modulus operator, conversion between types, assignment operators, if/else, while loops, declaring and initializing arrays, passing arrays to functions, pointer declaration and arithmetic, constructors, destructors, access specifiers, operator overloading, method overriding, virtual functions, abstract base classes and stream input/output.
The document discusses a proposal to address problems in the Indian education system. It aims to reduce the disconnect between education and workplace/university needs. It also wants to better prepare students for a changing future. The proposal involves imparting meaningful education, teaching decision-making skills, and participative decision processes. It discusses testing this value proposition through a pilot study on student performance and perceptions of educational quality and potential for change. The outcomes showed students performed well in AGEM tests and school exams after participating. The conclusion evaluates the market size and positive responses from principals about the scope for improvement.
German Design provides complete technical services and interior fit-out solutions in the UAE and Middle East. This includes various activities like industrial flooring, waterproofing, sound isolation, screeding, surface preparation, protective coatings, concrete repairs, pool maintenance, general building maintenance, aluminum and glass works, and plumbing, electrical, and welding works. The company aims to provide innovative solutions that exceed client expectations and maintain high quality and safety standards.
The document discusses the marketing and revenue strategies of AGEM, an education company. It describes AGEM's initial focus on seeking venture capital and direct sales to schools. Early attempts to sell to schools revealed that most schools resist changes to their steady-state systems. The document then outlines AGEM's revised marketing approach, which involves demonstrating the product's value through controlled trials in partner schools and targeting schools open to innovation. It also identifies the company's key customer segments and marketing themes, and acknowledges its risky assumption of maintaining cash flow to achieve scale.
The document proposes solutions to problems in the Indian education system. It identifies two key problems: 1) education is disconnected from workplace/tertiary education needs, and 2) the system does not adequately prepare students for a changing future. The proposed solutions are: 1) imparting meaningful education that develops skills like inference and intuition, 2) inculcating decision-making skills through experiences like games, and 3) fostering participative decision processes. The document plans to test these solutions through pilot studies measuring student performance and perceptions from various stakeholders.
Teori perilaku dan pendekatan trait merupakan pendekatan kedua secara historis dalam memahami kepribadian. Beberapa teori utama meliputi teori trait Cattell dan Eysenck, teori Big Five oleh Costa dan McCrae, teori belajar sosial Bandura, teori reduksi dorongan Hull, dan teori ekspektansi sosial Rotter. Teori-teori ini berfokus pada faktor-faktor genetik dan lingkungan yang mempengaruhi kepribadian seseorang.
This document discusses scoring member engagement through a composite engagement score. It provides examples of key performance indicators (KPIs) that can be tracked for members, such as total events attended in the last 3 years, average revenue generated in the last 2 years, and total committees served on in the last 2 years. KPI values for sample members are shown in tables. The document suggests generating individual scores for each KPI and combining them to calculate an overall composite engagement score.
Este documento trata sobre sepsis en pediatría. Define sepsis y shock séptico, y discute su fisiopatología. También cubre los criterios SIRS, SOFA y qSOFA para identificar sepsis. Presenta casos clínicos de niños con sepsis y analiza los hallazgos y tratamientos apropiados. Concluye que qSOFA es una escala sencilla para identificar y estratificar el riesgo de sepsis de manera temprana.
Cerita ini menceritakan kisah cinta antara Rara dan Yoga yang bermula dari pertemuan mereka di kebun milik keluarga Yoga. Setelah mengetahui latar belakang Yoga, Rara jatuh cinta padanya. Meskipun mengalami berbagai rintangan, akhirnya cinta mereka mendapat restu dari orang tua Rara. Namun, kondisi ekonomi bibi Rusmi yang membesarkan Rara semakin memburuk.
What Old School Hip Hop Teaches us About Content MarketingAptify
Old School Hip Hop teaches valuable lessons about content marketing through its four main elements: innovation, remixing, authenticity, and storytelling. Hip Hop pioneers like Grandmaster Flash demonstrated innovation by creating new styles and sounds. DJ Kool Herc remixed songs to keep crowds engaged. Artists like Jay-Z ensure their content remains authentic by sharing personal struggles and speaking genuinely to their audiences. Powerful storytelling, as seen in Jay-Z's book, helps generate interest and make content more memorable and relevant. These Hip Hop principles of innovating, remixing authentically, and focusing on narrative can help inject freshness into various types of content marketing.
This document proposes a system to allow a robot to automatically find a path to a predefined goal in uncontrolled environments. The system has three main modules: 1) An artificial vision module that obtains a quantified representation of the robot's vision using local feature detection and visual words. 2) A reinforcement learning module that receives the vision input and sensor data to compute the state and reward. The state is a normalized vector and sensor data, and reward is based on distance to the goal. 3) A behavior control module. The robot is tested using Sony Aibo to seek the goal and change behavior based on experience, but does not find the optimal route.
This proposal suggests implementing a cross-cluster online learning environment (OLE) for smaller, rural secondary schools in New Zealand to help address challenges in providing a broad curriculum. The proposal involves developing an open-source software stack and hosting platform to enable collaboration between schools for teaching and learning resources, professional development for teachers, and virtual learning spaces for students. Key goals are to provide leadership, coordinate resources, and realize economies of scale through collaboration between schools.
This document provides an overview and syllabus for an e-business course offered by the African Virtual University. It was developed in collaboration with 18 African partner institutions from 16 countries. The course aims to increase access to higher education in Africa through open educational resources. It is comprised of 4 units that cover topics such as the history and models of e-business, as well as e-marketing strategies. Assessment includes quizzes, discussions, and a final exam to evaluate students' understanding of key concepts. The course materials have been made freely available online to promote sharing of educational content across Africa and globally.
Hub location models in public transport planningsanazshn
This document is a dissertation written in German on the topic of hub location models in public transport planning. It begins with an introduction that describes hub location problems, aspects of multi-period planning, and solution procedures. The dissertation then reviews literature on hub location problems and formulations. It presents new mathematical formulations for public transport applications and extensions. Finally, it discusses solution methods like Lagrangian relaxation, Benders decomposition, and heuristic algorithms.
This document provides guidance for students taking a PMP® Exam Prep Boot Camp. It begins with an overview of the course, expectations, and benefits. It then provides lessons on learning styles, the project management framework according to PMBOK®, and the initiating process group. Exercises are included throughout to help students learn key terms and processes. The overall document aims to prepare students to understand the project management body of knowledge and feel ready to take the PMP® exam.
This document provides guidance on conducting energy assessments for commercial buildings in India. It was developed by the International Resources Group under the USAID ECO-III Project with input from the Bureau of Energy Efficiency and other experts. The document outlines a three-step process for energy assessments: pre-assessment, assessment, and post-assessment. It describes tools and procedures to use at each step, including screening tools, data collection, benchmarking, requesting proposals from energy auditors, and conducting preliminary, comprehensive, and detailed assessments. The goal is to help building owners understand their energy use and identify opportunities for cost-effective savings.
The Economics of Sustainability in the Comemrcial Real Estate Sectorscottbrooker
The goal of this white peper is to help real estate managers better understand the motivations behind management decisions, through qualitative and quantitative research and models, an provide recommendations to make the case for energy effeciency improvements. Questions answered with the paper include;
-How does energy effeciency improvement get implemented?
-Who is the driver behind the decision?
-What financial metrics are used to determine if an investment makes economic sense?
How does a real estate amanger choose one investment vehicle over another?
This document is the 2014 Global Report from the Global Entrepreneurship Monitor (GEM). It provides an overview of entrepreneurship trends and conditions around the world based on data collected through GEM's methodology. Key findings include assessments of social attitudes toward entrepreneurship, levels of individual entrepreneurial attributes and activities, and the state of national entrepreneurship ecosystems based on expert surveys. The report aims to help policymakers and others understand entrepreneurship and use GEM data to shape entrepreneurship policies and programs.
This document provides an introduction to mathematical modeling of credit risk. It summarizes the structural approach, which models credit risk based on the value of a firm's assets and a default triggering barrier. This approach includes Merton's model and the Black-Cox model. It also discusses stochastic interest rates, random barriers, and the optimal capital structure of a firm. The document outlines the hazard function approach and reduced-form approach, which model credit risk using hazard rates and intensity processes rather than directly modeling the firm's assets.
This document discusses enterprise risk management (ERM) and its application in the engineering and construction industry. It provides background on ERM and outlines challenges facing the industry, including risks from negative markets, labor issues, safety concerns and project delays/overruns. The purpose is to develop a quantitative approach to linking risk exposures to company value, using techniques from Sim Segal's book on the corporate value of ERM. Key concepts discussed include stochastic simulation, discounting cash flows, and failure modes and effects analysis. The document ends with a case study applying Segal's value-based approach to an organization in the engineering and construction field.
Trinity Impulse - Event Aggregation to Increase Stundents Awareness of Events...Jason Cheung
This dissertation describes the development of a mobile web application called Trinity Impulse that aims to increase student awareness of and engagement with college events. The author conducted research on topics like student engagement, retention, and usability for location-based information. Based on requirements gathered from stakeholders and example usage scenarios, the author designed and implemented Trinity Impulse using technologies like PHP, JavaScript, and a MySQL database. The application aggregates events from the college website and Facebook. It was evaluated through usability testing with students, which provided feedback on the interface and indicated the application could potentially increase event attendance. Overall, the dissertation explores how improving awareness of events may lead to higher student engagement at college.
This document presents a case study on the project appraisal system of Andhra Pradesh State Financial Corporation. It discusses the company profile, functions, and project appraisal process. The project appraisal process involves evaluating promoters, technical, financial, market and risk aspects of a proposed project. A theoretical framework is provided covering various stages of appraisal like promoter evaluation, technical, financial and market evaluation, risk assessment, and credit rating. Finally, a case study of a specific project appraisal is presented covering aspects like technical details, project costs, means of finance, economics of operations, and risk analysis.
This document contains a summary of the Global Employment Trends for Youth 2015 report published by the International Labour Organization. The summary includes:
1. The global youth labour force is continuing to decline as the youth population shrinks in many countries. However, global youth unemployment is starting to recover from the impacts of the 2008 economic crisis.
2. Regional youth unemployment trends are mixed, with declines in developed regions and some developing regions, but increases in other developing areas. Youth continue to face challenges of poor job quality, skills mismatches, and difficulties transitioning to stable employment.
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1. EdK12
Testing the value proposition
The AGEM Team
May 24, 2012
Contents
1 What do we propose to do 2
1.1 The principal problems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
1.1.1 Visible problem - The disconnect between education and the needs of employers/tertiary
education . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
1.1.2 The invisible problem - In a world that is changing rapidly - is there a requirement to
ensure that we are preparing our children for a future where the only constant will be
change. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
1.2 The principal solutions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
1.2.1 Imparting meaningful education . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
1.2.2 Inculcating decision making skills . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
1.2.3 Inculcating participative decision processes . . . . . . . . . . . . . . . . . . . . . . . . . . 3
2 What is the value proposition 3
2.1 the gap between school education and the needs of the workplace and tertiary education . . . 3
2.1.1 The Hirsch Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
2.1.2 The World Bank Report . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
2.2 the gap between current educational outcomes and the needs of the future. . . . . . . . . . . . 3
3 Testing the value proposition - Evaluating Perceptions and capacity 3
3.1 The objectives . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
3.2 The method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4
3.3 The audiences . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4
3.3.1 The questions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4
3.3.2 Analyzing the responses of the first two questions . . . . . . . . . . . . . . . . . . . . . . 5
3.4 Findings from the 4 questions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7
4 The nature of the value proposition 8
5 Testing the Value Proposition - Evaluating Performance 8
5.1 The outcomes of a pilot study to test the value proposition . . . . . . . . . . . . . . . . . . . . . 8
5.1.1 Profile of students . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
5.1.2 Performance in AGEM tests . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
5.1.3 Performance of the group per topic plan . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
5.1.4 Performance in school end of term examinations . . . . . . . . . . . . . . . . . . . . . . . 10
6 The market 10
6.1 First phase of operations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10
6.2 Second Phase of operations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10
6.3 Third Phase of operations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11
7 Conclusions 11
1
2. 1 What do we propose to do
Indian education is stuck in an 18th century factory model rut at a time when society at large is beginning to
see the connection between education and prosperity. The federal government has responded by bringing
in the right to education and has introduced controversial mechanisms to ensure public private partnership
in implementing it.
Within this context we propose a mechanism that will recognize the key problems in terms of the out-
comes of the current education system and provide solutions that are scalable, affordable, measurable and
effective.
1.1 The principal problems
There are two principal problems as we see them:
1.1.1 Visible problem - The disconnect between education and the needs of employers/tertiary education
Expressed with elegant brevity by the CEO of one of India’s largest employers which is also a training com-
pany, Manish Sabharwal says:
1.1.2 The invisible problem - In a world that is changing rapidly - is there a requirement to ensure that we are
preparing our children for a future where the only constant will be change.
The issue is that in a country that is developing at 6 to 8 percent can we truly say that our children are not
being prepared for change.
The evidence lies in the first problem. Our children are not being prepared for the present, let alone the
future.
1.2 The principal solutions
We see this as requiring three principal measures and try to present the rationale for these measures in the
following paragraphs.
1.2.1 Imparting meaningful education
Currently there is a vicious cycle created by the examination boards which have to provide mechanisms for
consistent marking across the length and breadth of a very diverse country. This focuses the examination
system and thereby the school system into discrete data/info relationships rather than grey area issues. In
other words, there is always a clear “right” answer even if the rationale behind it is not known by the student
and often by the teacher.
We need to move beyond these confines to create in children the capacity for inference i.e. the ability
to apply information to new circumstances and through dealing with real world problems being to acquire
what Damasio and Yang have termed “skilled intuition”
1.2.2 Inculcating decision making skills
While an infant has all decisions made for it, the adult is supposed to have competent decision making skills.
This transition occurs infrequently in the home and more infrequently in the classroom. It is only in the
playground, particularly in team games, where children get to make decisions, sometimes have conflicts
which they usually resolve harmoniously, and get immediate feedback on the quality of the decision. We
need to extend these characteristics at least into the classroom. We have to remember the famous phrase
variously attributed to some individual in the British nobility that the battle of Waterloo was won on the
playing fields of Harrow and Eton. The mention of classrooms is conspicuously absent. Hence the origin of
the problem is not necessarily in the immediate past.
2
3. 1.2.3 Inculcating participative decision processes
PIDM or participation in decision making has been shown to produce increments in performance in vari-
ous industries. There are three specific illustrations. Firstly, in the figure below, one can see the relationship
between the TIMMSS test and the prosperity in the country concerned. One can see that in the lower right
quadrant you have a strange phenomenon that high income correlates with bottom line TIMMSS test scores.
These are also countries that are not known for invoking the opinions of their citizens into government de-
cisions.
Similarly, if one looks at the United Nations Human Development Index, the top three countries are Nor-
way, Australia and the Netherlands. None of the 200 people who have sat through the presentation have
been able to name any individual or great leader who could have carried these countries to the top of the UN
HDI. On the contrary these countries are known for the equality of citizens, participative government, and
a focus on education and laws against child abuse. India, leaders exuding from every pore stands at the far
end of the spectrum with a position of 134 on the UN HDI.
2 What is the value proposition
Our value proposition is that we would dilute the following two problems.
2.1 the gap between school education and the needs of the workplace and tertiary
education
We will endeavor to establish the validity of this problem in two ways. The Hirsch Index is a measure of how
India performs against other countries. The World Bank statement is culled from a report which includes
initiatives by the Govt. of India and by the World Bank.
2.1.1 The Hirsch Index
The Hirsch index is a function of the number of citations academic papers receive. India ranks 24th on the
list (Country Rankings by Hirsch Index) in spite of having the world’s second largest population.
2.1.2 The World Bank Report
“there can be no major expansion or improvement of higher education in India without first
improving and expanding the secondary level.”
2.2 the gap between current educational outcomes and the needs of the future.
To address this, we provide an incisive statement from a World Bank Report
“Finally, India’s gross enrollment rate (GER) at the secondary level of 40 percent is far inferior to
the GERs of its global competitors in East Asia (average 70 percent) and Latin America (average 82
percent). Even countries such as Vietnam and Bangladesh, which have lower per capita incomes
than India, have higher gross enrollment rates. The relative success of these countries suggests
that India is underperforming at the secondary level, and has scope for significantly improving
access and quality of secondary education given its current (and projected) GDP per capita. It
also suggests that India needs to increase public investment in secondary education to remain
globally competitive.”
3 Testing the value proposition - Evaluating Perceptions and capacity
3.1 The objectives
As part of creating a wider awareness of educational system issues as well as to measure perceptions as well
as audience capacity, we have been giving a presentation on educational reform to various academic groups.
In the context of this document our intent is to try to understand estimation abilities of participants involving
non-linear change, and also to understand the perception of participants in terms of their understanding of
the flow of the development of learning relative to our own understanding of it.We also invited responses on
the quality of the current education system and on the scope for change.
3
4. 3.2 The method
Our presentation contains slides and videos as well as embedded questions which the audience answers
using individual proprietary feedback devices. These resemble a keyboard without any display and permit
all members of the audience to enter a response, a summary of which is displayed immediately after the
responses are completed. There has never been any need to force a time limit on responses. All responses
are recorded for later analysis. The video on our page shows a small part of one such presentation where the
feedback devices are visible.
3.3 The audiences
The responses that have been analyzed have been from three audiences. The first comprised a group of final
year students in a journalism course. The second was a group of teachers in a low resourced local school,
and the third comprised teachers and the principal from a well resourced international school. The total
number of respondents was 47.
3.3.1 The questions
There are four questions which we will try to analyze here.
3.3.1.1 The compound interest problem Not all change is linear. For instance, human perception of change
of intensity of light or sound is a logarithmic function, and the growth of populations whether human or viral
constitute compounded growth phenomena. As most people understand compounded growth in terms
of interest on money deposits, we decided to pose a compound interest problem to understand how well
students, teachers and principals estimate compounded growth.
The pages below depict how the questions are posed.
3.3.1.1.1 Page 1 Here the problem is explained to add to the written explanation of the task.
3.3.1.1.2 Page 2 In order to make the task a little easier we show the growth of capital over the first 12.5
years i.e. in the middle of 2012. We then ask the participants to key in their estimate only for Option C for
2025 i.e. after another period of the same duration.
4
5. The responses have been tabulated in a Parallel Coordinates diagram later in this article along with the
responses to the second question.
3.3.1.2 The sequence of learning problem In this case we put 4 terms in alphabetical order, and the audience
is invited to indicate their perceived order of linkage. The slides displayed are as shown.
The audience is later shown the following slide
In Indian schools the examination system lays focus on the link between data and information so students
tend to memorize sequences of data/information. Part of this leads to the popularity of quiz competitions
which basically means remembering unstructured items of discrete information.
3.3.2 Analyzing the responses of the first two questions
This analysis uses Parallel Coordinate Display representation which is useful for seeing the connection be-
tween items of information and the type of respondent. In the figure below the middle column represents
the respondents estimates in Indian Rupees and the last column represents the pattern of relationships seen
which was the second question.
5
6. The principal observations here are that:
• In the middle column which represents the responses in Indian rupees, the correct answer is the yellow
dot but the range of estimates for the compounded value are generally in a narrow band regardless of
the type of respondent. This is consistent with expectations as there is an inbuilt human preference for
linear estimation.
• only one respondent - a teacher from a low resourced local school - identified with the preferred pattern
of relationship. There appears to be no intuitive understanding of the flow of learning in terms of
that described above. Indeed our experience is that when we display the relationships based on the
responses, every relationship entered is unique and but for one instance only in all presentations, does
not correspond with the relationship whose validity we later explain. No questions have been raised on
the validity of that relationship at any of the presentations. The variety of responses however indicates
no coherent outlook on the issue.
3.3.2.1 Quality of education and scope for change In the next two questions we solicit the perception of
respondents on the quality of the education system and on the scope for change.
3.3.2.1.1 The quality of education
6
7. 3.3.2.1.2 The scope for change
3.3.2.2 The analysis of response In the Parallel Coordinates display below we show the three categories of
respondents in the first column, the response on the issue of educational quality on a 1 to 5 scale in the
second column, and the response to the issue of the scope for change in the third column. The values have
been jittered vertically in columns 2 and 3 to allow a clearer understanding of the distribution.
Our analysis indicates that:
• the focus of teachers is generally toward giving a value of 3 to the issue of education quality and giving
a 2 to 4 rating for the scope for change. It does appear teachers in the local school are more hopeful for
the potential for change.
• There are few takers for the view that the quality is high and the scope for change is also high.
3.4 Findings from the 4 questions
The general tendency to assume linear change even in a commonly understood phenomenon such as com-
pound interest which is dealt with quite universally in schools raises issues of whether such questions can
only be understood by teachers in terms of calculation and not estimation. The failure to estimate may in-
dicate that these topics are not studied in the context of their sensitivity to the various factors that impact
them. One could argue that the ability to estimate is vital in real life problems.
Similarly for academic audiences to be unable to see a sequence in the terms describing the growth of
learning raises questions about the ability of teachers to interpret and apply their experience to the teaching
environment. Of greater significance was the fact that coherence was very low due to the spread of permu-
tations. The low incidence of “Data” being at the beginning or the end, and “Skilled Intuition” being at the
other end, is something that is difficult to understand. On only one occasion did a teacher ask what was
meant by skilled intuition.
It is of course heartening that teachers and the odd principal see the system to be average or less than
average but also see an average or slightly better than average scope for change.
In terms of the project we wish to undertake, this has several implications. From a positive standpoint,
the existence of a void that our product can fill is heartening. From a negative standpoint, the absence of
awareness is a vital factor in perceiving the need for the product.
The creation of awareness is therefore vital. In the three schools that we have given presentations at,
the immediate response has been positive. However, over time this seems to dilute. It is also difficult to get
circumstances where we are able to get an invitation to make the presentation. It is easier to get an invitation
to an elite group at Microsoft Research (scheduled for 13 June, 2012) than in a poorly resourced school. The
problem of awareness is a primary challenge.
7
8. 4 The nature of the value proposition
Our initiative is characterized by the following:
• each student is provided a feedback device
• all material is pre-prepared for a projected display in the classroom and contains embedded questions
designed to yield specific indicators of performance every few minutes.
• the response of the class is analysed and displayed on the projector within seconds of all students
having answered.
• all responses are archived for ongoing analysis
• students are provided regular reports on how they can improve their performance
• no homework is provided and no textbooks are needed.
• project work usually with real world data is intrinsic to this method.
The following photograph depicts a classroom with 65 students undertaking a class in mathematics at Grade
6 in a school for disadvantaged children. The feedback devices are visible on their laps. The room was too
small for the number of students and large areas at the front and the back were taken up with heavy school
bags.
5 Testing the Value Proposition - Evaluating Performance
5.1 The outcomes of a pilot study to test the value proposition
We asked for and received a set of students who were generally weak in mathematics as can be seen from the
teacher estimate of student ability in maths in the figure below. We went through 5 topic plans with them of
which the first was hopelessly optimistic and had been designed before we could give the children a pre-test.
The remaining four assumed that little or no knowledge of mathematics and covered the following areas:
1. The concept of number
2. decimals
3. percentages
4. fractions
During the course of this effort we understood that the group of 22 was derived from a single class of about
75 students. Hence, a pre-test was not possible but all the children took the same post-test. This formed a
basis for comparison.
An alternative basis for comparison that was used was the change in performance between the end of term
1 i.e. before we commenced teaching and the end of term 2 when we had concluded teaching. Due to the
unusually large difference between pre-test and post-test for our experimental group we decided to see if the
changed motivation of children could have impacted not only mathematics but Science and English in the
schools own examinations.
8
9. 5.1.1 Profile of students
We can see here that the total teaching time for the 5 topic plans was 18.75 hours out of a total class time
of less than 36 hours.
5.1.2 Performance in AGEM tests
From this we observe that the taught group generally averaged less than 25% in the pre-test. As Prof. Hans
Rosling of the Karolinska Institute has observed, this does not mean the children did not know, but implies
they knew the wrong thing. However the change in performance was surprising even for an optimist. This led
us eventually to the belief that this level of performance would have to reflect in overall school performace,
if it were true as depicted in Section 5.1.4
5.1.3 Performance of the group per topic plan
The results show an improvement by the class in mean score with the topic plan but they also show a com-
pression in performance of the class as a whole. In statistical terms this could be understood as a decrease
in the variance as well as an increase in the mean score.
9
10. 5.1.4 Performance in school end of term examinations
These results show an enhancement in the school end of term examinations which were in consonance
with the school syllabus rather than what we had taught. The enhanced performance in maths continued for
Science and English thereby possibly leading to the possibility of an increase in motivation and/or inference.
6 The market
Currently there are over 1 million schools in India catering to more than 219 million students. This represents
a private spend of about 20 billion dollars for the K12 space. That has now been estimated to rise to about 45
billion dollars by 2015. No private company so far has even managed to address 1% of this market. The issue
is not the size of the market but how to enter the market. We try to address that issue below. To successfully
do that requires change in educational policy as well as educational methods. We tried to address education
policy by meeting with the present Chairman and the past Chairman of the Central Board of Secondary Ed-
ucation (CBSE). We also tried to mount Harvard Graduate School of Education’s Mind, Brain and Education
Institute in India for educational policy makers, but the funding agency pulled out in the aftermath of the
2008 downturn in world economies. The nett outcome of meetings with Chairmen of the CBSE was that
these individuals are mindful of the need for change but are deeply aware that rapid change can create a
backlash. The recent introduction of the Continuous and Comprehensive Evaluation (CCE) scheme is well
intended and interfaces well with the capabilities of our system.
6.1 First phase of operations
Operations are designed in phases. In the first phase, the market will be private schools in Bangalore. During
this phase we will use current technology and our own staff to conduct sessions in 3 to 5 Bangalore schools
for one hour each per week. We expect this phase to run for 6 months. At the end of this phase we expect to
generate funding based on the performance increments recorded.
6.2 Second Phase of operations
Operations in the Academic Year commencing June 2013 will mark this phase of operations. In the six
months preceding this we will use funding to manufacture the new generation of hardware and fine tune
10
11. software for the purpose. This will allow us to run operations in the four metropolitan areas viz. Mumbai,
Delhi, Chennai, Calcutta and Bangalore. Our target would be to commence operations in about 20 private
schools catering to about 1000 students in Grades 5 to 8. This represents a very small percentage of the
market.
6.3 Third Phase of operations
In this phase, we would address the urban market in India which comprises about 30 percent of the total
market of about USD 30 Billion in 2014. At this stage we would target government schools in at least one
state. Our total expectation would be about 200 schools catering to 100,000 students. By this stage, cash flow
should be positive and further growth will be funded from revenues. There are more than 600 towns and
cities in India that cater to 30% of the population. We would look to charge Rs 1200 per student per year at
this scale.
7 Conclusions
The hypothesis of the visible problem and the invisible problem seem to be supported by reasonable evi-
dence and the failures that these could create are also visible in teachers, students and principal’s responses
to the questions posed on compounded growth as well as on learning sequences. The responses of MBA stu-
dents in the Report FeedbackOfDemos.pdf seems to support the view of repairable fissures in the education
system as do the responses of Class 9 and 10 students in the same report.
The pilot reported on here was based on the three solutions posed at the beginning of this article. The re-
sults of the pilot seem to give prima facie evidence of the impact of these solutions on student performance.
11