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CSM Tech has been offering quality services since 1998. Discover the periodically outstanding achievements and works tho...
CSM Tech established in 1998 in the capital city of Bhubaneswar and became the CMMi5 IT Solutions & Services organizatio...
A global leadership team, known as the Acceleration Team, and the leaders of our officers and practices.
The section hosts press releases of important news, events, deals, and product launches that shape the development of CS...
This section hosts the list of awards, achievements, recognitions and milestones those make CSM Tech a true leader.
With the vision for making CSM a green business through disruptive solutions, we believe in advocating the use of clean ...
Are you passionate about emerging technologies, we at CSM Tech are looking for you. Apply for your relevant job openings...
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Byom is everything that has been done by CSMers towards the social cause and betterment of the society.
Explore a full range of openings at CSM Tech for various technologies and apply for the relevant one to get on boarded.
CSM invites Industry Consultants to empanel with us and work on pathbreaking Digital Transformation projects in various ...
CSM’s IoT lab promises to bring in the newest, best and most innovative practices for all the stakeholders.
Building the perfect brand story is all about understanding the characters who make it. To build a well-connected customer base or facilitating the government to provide best of services to its citizens, it is imperative to communicate well, listen with intent and react with positivity. Our Emerging Technology Suite of products are designed to make the whole process easy and smart.
Enabling organization to do more with less, through automation of critical manual process while increasing productivity & accuracy is what ERP is all about. Our suite of ERP solution are the best- in-class, which are tailor engineered to simplify, automate and streamline your business processes. It’s a complete tool to solve your business complexities to enhance growth and efficiency.
CSM works in the Analytics sector in understanding and putting data to use to help organizations learn about evolving opportunities, hidden threats, changing customer expectations and the competitive landscape, in context and in time to respond meaningfully and bring value.
The paradigm shift from PoCs to PoVs that equips any organization to reach target KPIs, by leveraging emerging technologies. It is the key to identifying the business case fit for the technology which can cause the transformation through a framework of three E’s (Evaluate/Envisage, Establish and Evolve). Digital transformation offers the unique differentiator of a technology strategy that enables enterprises to surge ahead with an undeniable business value proposition.
We use open standards, agile methodology and third-party tools to ensure complete solutions quickly. Bespoke application development is the best practice at CSM where we focus on developing end-to-end solutions. We work on Cross platform hybrid and Native Apps for development and Python for AI.
Clients need consulting services to possess deep industry knowledge, be global in delivery capability, and possess broad functional expertise, and that’s what we equip them with. From Project management, IT project consulting to Resource augmentation, we provide strategic solutions for all. We provide a whole range of expert end-to-end solutions and help organizations chart out a desired roadmap.
Digital security is the solution that describes the resources employed to protect the online identity, data, and other assets.
Meet the demands of today and seize the opportunities of tomorrow through our integrated communication services like social media management, enhanced user or customer experience and mobility services.
Comparable to the nerve centers, Our Integrated Command and Control Centre solutions, comparable to the nerve centers, have strengthened communication systems to ensure efficient execution of all services. We adapt emerging technologies like cloud computing and IOT to achieve cost efficiencies and increased revenue.
In an era of connected consumers and disruptive markets, bringing the farm-to-plate is difficult. CSM helps maximize the impact of organizations dealing with food and food commodities with digitization, data authentication, and last-mile transactions.
CSM’s suite of citizen centric services are bridging the gaps between citizen and government.
The management of education system is as important as education itself. With the changing trends of imparting education, the ecosystem therein also needs disruption to accommodate. Investing in technology hits home like nothing else when it comes to fast-paced and unstructured study environments.
From agri-procurement automation system, supply chain management to agri-commodity auction and smart public distribution system, CSM has digitally transformed the post-harvest landscape of agriculture optimizing the process, accessibility and accuracy to increase the productivity of the systems in place.
The gamut of Government Functions suite is to enable government services more accessible online, reduce the cost of accessing those services, streamline administrative processes, improve turnaround times, and strengthen accountability and responsiveness.
Managing the healthcare ecosystem requires an ability to bridge the entire ecosystem. From making Primary Health Centres more efficient to building a robust supply chain for medicines and medical equipment to making hospital administration easy. CSM’s Healthcare Solutions have been at the forefront of making it easy for both governments by helping them manage their health centres better to large corporate hospitals by ensuring the system runs like clockwork.
The suite of solutions in the land and industry domain is a complete package that ensures seamless, paperless and contactless systems for different stakeholders like city governments, investors, land developers and Greenfield projects for better efficiency and transparency. This ensures ease of doing business for promoting better investment possibilities.
The mining industry has many stakeholders and even more compliances owing to it being a National and Regional issue. Few can provide digital end-to-end solutions to various aspects of the Mining and the Minerals industry. CSM’s solutions are testimonials that complex processes can also be tamed to reap benefits if amicably implemented.
Cities represent the genesis and evolution of a civilisation. They represent the pinnacle of country’s progress. However, most cities have turned into urban sprawls. The cities of the future will be a harmonised blend of its history, character, its people and the environment. CSM is helping city governments in making this possible through its Smart City suite of products and services.
CSM’s Susten products suits facilitate governments to ensure the proper tracking of the schemes, policies and how far they have achieved their aspirational goals in alignment with the SDG’s.
Leveraging digital transformation for strengthening inbound tourism
From making Primary Health Centres more efficient to building a robust supply chain for medicines and medical equipment to making hospital administration easy. CSM’s HealthEase has been at the forefront of making it easy for both governments by helping them manage their health centres better to large corporate hospitals by ensuring the sys...
The cities of the future will be a harmonized blend of its history, character, its people and the environment. CSM is helping city governments in making this possible through Urbansity product stack. The features cover all the services associated with a citizen life cycle, single window facilitation portal for building plan approvals, property tax a...
CSM's CXP, or Citizen Experience Platform, is our suite of solutions that harnesses the power of technology to deliver exceptional citizen experience. CSM has reckoned best-in-class features that enable dialogue between citizens and governments. CSM CXP incorporates the fundamentals of citizen-government relation while blending it with stand...
The suite of GovLabs is specially designed to help governments to join in into the digital revolution and connect the bridge between technology and services. Vesting in digital and automation can make government services more accessible online, reduce the cost of accessing those services, streamline administrative processes, improve turnaround times...
Edvize is a CSM’s suite of education making smart and effective investments in people’s education. EdVize in Education management has been upgraded for more than 10 years of domain proficiency that includes Admission Automation, Scholarship Management, School Mapping & Training Management Information systems are ...
CSM’s state-of-art technology disruptions are bringing about a paradigm shift in food security policies, programs, and the systems of the state. Our FoodPrint is a suite of post-harvest solutions that ensures three key components of food security i.e. sufficient availability, adequate accessibility & effective utilization.
IntegratORE is the CSM’s comprehensive suite and the seamless integration of processes to ease all the mining challenges with the game-changing digital solutions. IntegratORE serves as a one-stop, seamless digital window where you can discover the complete suite of automated mining solutions across the below verticals, catering to...
Agrigate, CSM's AgriTech suite of offerings is transforming the agricultural landscape. As an tech enabler it empowers the cultivators and consumers, with increased productivity and greater accessibility. Agrigate disrupts new possibilities for transforming agriculture outcomes and ensure food security.
A one-stop land allotment and management system that unfolds seamless implementation of contactless & paperless solutions for investors promoting EoDB. Our LANDMAS Suite offers single-window investors' facilitation for all land allotment & management services at one stop.
TOURQUE is a one-stop digital interface for all the stakeholders in the travel value chain. It is the only seamless digital offering that democratizes opportunities for all and offers a complete assisted journey from destination discovery to delight. The integrated website aggregates all key players and connects them to yield a sustainable ecosystem...
Exploring the possibilities data analytics has to offer in transforming the world through data-drive
Climate-appropriate tech for decoupling business growth from carbon emission to realize the net zero
A new universe growing in the electronic ether aligned with a new disruptive business ecosystem.
Redefining the business models and approach for the digital-first world.
Know how breakthrough technological disruption is creating a new world of possibilities.
Know about the digital transformation that is redefining the agriculture landscape.
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An exploration of use cases of Facial Recognition for effective governance.
Decoding the framework of Personal Data Protection Bill 2018 and roadmap to ensure compliance.
A one-stop destination for all agricultural and allied loans enabling farmers.
Highly integrated platform that facilitates end-to-end life cycle management for customers/buyers
Optimizing Agro- production through a centralized platform of soil information and recommendations.
Facilitating urban local government in infrastructure development in Ethiopia
A unified, interoperable citizens’ database that act a single source of truth for government schemes
One stop solution for grievance registration and redressal through an inclusive omnichannel platform
CSM believes in the success that depends on the ability to transform dreams & ideas into reality.
A Unified platform enabling the government to facilitate timely monitoring of legal cases.
An exclusive compilation of the digital transformation of food security & income support in Odisha.
A single window system for land allotment, management & development facilitating investors.
Green tech can quicken the transformation to a net-zero world by balancing three key pillars – social, economic and environmental.
AI democratization will create an ecosystem with more people-centric applications. The common people can access AI tools and solve complex problems.
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An end-to-end automated supply chain solution to better manage mining operations and logistics from pit to port.
The satellite analytics collates, visualizes, and analyzes agricultural yield data captured during the agricultural season for patterns, registration anomalies, crop patterns, and procurement predicti...
Facilitating better insights into CSR planning and effective implementation for equitable growth.
A centralized feedback management system enabled with a cloud-based experience solution equipped with facilities like call recording, IVRS, automatic call distribution, outbound dialer and AI-chatbot ...
From UX consulting & DXP implementation to Integrated Digital Campaigns, we created a state of the art tourism solution for reinforcing brand positioning & enhancing tourism footfalls.
An integrated robust platform that facilitated STPI Centre of Excellence (CoE) to seamlessly manage the entire life cycle of startups promoting innovation and entrepreneurship.
An Integrated ICT platform that provides field surveillance data, forecasting, risk assessment and recommendations for farmers & monitoring agencies.
Building a verified farmer database that enables an accurate estimation of food producers in a region.
Monitoring Soil Quality for Increased Agri Productivity.
A seamless end to end solution that brings transparency in the seed certification process for the food industry.
A single source of truth for 360 degree authenticated farmer details
A seamless platform to avail benefits of government schemes
Sourcing citizen feedback to enhance public service delivery
Manage & Control grievances and suggestions from registration to resolution.
Solution for large educational groups and state-level education departments to streamline their Student Admission process.
Built to provide transparency and efficiency to the disbursement of financial aid to students for both state / national and private bodies.
A solution built to help Primary Educational Institutes manage their operations seamlessly, while ensuring quality of education.
A GIS based solution designed to help make government education departments and large educational entities to make data backed decisions for maximum impact.
The Unified Platform facilitates teachers with need based training and access to information to upskill themselves for quality education.
An online auctioning platform built for volume driven commodities sale to ensure transparency and efficiency in the process benefitting the beneficiaries.
Making the PDS process seamless and corruption free, from the planning to distribution of food stocks to right beneficiaries.
The key solution to managing the farm to table value chain while making the whole process seamless, efficient & transparent.
A full stack procurement solution that streamlines one of the factors in the agriculture value chain for both the farmers and the procurement agencies.
Leveraging ground-level data for empowering farmers and authorities
Identify potential conflict of interest & prevent impropriety in conduct of public affairs.
Expedite license issuance via a single, centralized database of contractors.
Sourcing citizen feedback to enhance public service delivery
Facilitating results oriented fund utilization for efficient economy.
Manage & Control grievances and suggestions from registration to resolution.
Facilitating creation of centralized worker database for effective policy & scheme implementation and monitoring .
Gain full control of projects and manage resources efficiently.
An ICT platform for speed & transparency in government communication.
Ensuring timely disbursal of wages for social security & empowerment of labour force
Secure, interactive and transparent end-to-end tender lifecycle management for procurement of goods and services
Facilitate effective delivery of the social protection programs
Enabling authorities to respond effectively to a public health crisis
Enabling better governance via fast disposal of cases.
A one-stop data repository to identify and authenticate beneficiaries for government schemes
Transparent and real-time grievance management that builds and enhances G2C relations
Empower your health workforce so they can impart quality care.
Ensuring access to essential medicines at the right time.
An Integrated solution to make your health care operations smarter.
Provide seamless healthcare benefits to citizens.
Switch to an easier and reliable platform for compliance management
Bringing ease through automation of approval, monitoring and certification for construction plan.
A streamlined framework for managing land resources seamlessly.
Enabling investors and customers to seamlessly access applications for approvals and update plans.
Plan, manage and monitor all CSR activities easily.
Enable industries to do more in less time.
An end-to-end ICT enabled automated system Implemented for investor facilitation
High performance systems that aids and augments sales in mining domain through automation of customer relationship management services.
A system built for both the Mining Conglomerates & the Authorities that uses power of technology to make the management of the entire mining value chain transparent and tamper proof.
Highly Integrable solution featuring a robust engine to handle, manage and collaborate mineral concession grant activities that are often spread across a number of authorities and stakeholders.
Cutting edge Mine surveillance tool that harnesses the power of aerial survey to make monitoring & tracking of mines effortless.
The unmanned system is significant in optimizing the production throughout, speed of mineral evacuation and minimize pilferages in the supply chain.
A seamless solution to optimize throughput, ramp up productivity, cut turnaround time and curb theft.
A portal that makes the management & monitoring of Foundation,Trusts and Funds easy for local agencies.
Creating a sustainable mining value chain
One-Stop Solution with Less Human Intervention Mobile Application in Mining
Streamline management of community facilities for better citizen experience.
A system that facilitates smooth levying of property tax for government and maintains transparency of ULB’s for citizens.
Solutions that regulate trade by Management of Trade Licenses
Improving the payment ecosystem for the ease of citizens & better economy flow
Fostering citizen- government relationship through prompt access to information
Enabling hassle free service delivery at the click of a button
A Civil Registration & Vital Statistics (CRVS) System that takes cognizance of every citizen.
Facilitates civil registration of vital events essential for safeguarding social status and planning schemes
Expedite construction plan & permit approval process for infrastructural expansion
Transforming waste management for preserving human & ecological future
To tap the potential for urban redevelopment & facilitate EoDB to spur reinvestment
Tracking Performance on SDG Indicators with Technology
A one-stop data repository to identify and authenticate beneficiaries for government schemes
Unified portal for stakeholders facilitating digital infrastructure for business generation
Improving digital brand presence through enhanced customer experience.
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Data preparation is the procedure of gathering, combining, structuring, and organizing data so it can be used in business intelligence (BI), analytics, and data visualization applications. It is the process of extracting raw data and getting it prepared for ingestion in an analytics platform. The data preparation procedure is done by information technology (IT), BI, and data management teams as they combine data sets to save into a data warehouse then further analytics applications are created with those data sets. In the world of data, there is a rule that everyone knows: 80% of a data scientist’s time is spent preparing his data, and only 20% working on it, especially its visualization.
The primary purposes of data preparation are to ensure that raw data being readied for processing and analysis is accurate and consistent. Data is created with missing values, inaccuracies, or other errors, and different data sets usually have other structures that need to be reconciled when they are united. Data preparation influences discovering accurate data to ensure that analytics applications produce significant data and actionable insights for business decision-making.
Meanwhile, in an article on preparing data for machine learning, Felix Wick, corporate vice president of data science at supply chain software vendor Blue Yonder, is quoted as saying that data preparation "is at the heart of ML."
Know Why is data preparation being important for ML
Data fuels ML. Harnessing this data to reinvent your business, while challenging, is crucial to staying appropriate now and in the future. It is the survival of the most informed, and those who can put their data to work to make better, more informed decisions respond faster to the unexpected and uncover new opportunities. This critical yet tedious method is a prerequisite for creating exact ML models and analytics, and it is the highest time-consuming element of an ML project.
To lessen this and gain the output of data preparation, data scientists can operate tools that help automate data preparation in various forms. So, let’s know its processes.
Process Insights of Data Preparation:
Key steps of data preparation:.
Exploring: Before data can be prepared, analysts should know about the data. The analysts can see the content of the data and let them assess column-level distributions, anomalies in the data, patterns in the data structures, and many more areas. Now, they can better determine how the data will be prepared.
Structuring: Raw data comes in different designs and sometimes with no structure. It is the key to providing the raw data structure by adding columns or rows in unformed data sets, dragging vital information, flattening arrays into rows, or splitting raw data into columns.
Cleaning: The identified data errors and issues are corrected to create complete and accurate data sets. Here, faulty data is removed or fixed, missing values are filled in and inconsistent entries are harmonized.
Enriching: Enriching data help in creating a complete picture of the data set. Analysts will join fields and decide which fields are the finest for unions or joins.
Shaping: The optimization of raw data can consist of data pivoting, filtering, aggregating data, creating new fields, or encoding columns.
Before the automation, there were some challenges in the Data Preparation process. Have a look at them below,
Historically, data preparation has been very time-consuming. It is popularized that up to 80% of the total analysis process is spent on cleaning or preparing data. However, in current years data preparation has grown in size and become more challenging and is usually relegated to the technical employees of a company.
But when data preparation lives behind technological hindrances, this introduces new challenges:
The organization’s costliest resources are tied down with preparing data and are unable to solve more challenging data problems.
The business analysts, or those who know the data best, are unable to get involved with the preparation process themselves. They lack visibility into their raw data, which has the potential to transform their requirements and, ultimately, their analysis.
Data scientists usually complain that they devour most of their time gathering, cleansing, and structuring data rather than analyzing it. The best advantage of a useful data preparation process is that the end users can concentrate more on data mining and data analysis, the elements of their job that develop business value.
Data preparation helps an organization to do the following:
Avoid repetition of action in preparing data for benefit in numerous applications;
Get more increased ROI from BI and analytics endeavors.
Use Cases on Data Preparation by CSM:
CSM has developed a DLMS (Digital Logistics Management System) dashboard in JSW mines with the help of Data Preparation in ML. As the Permit data is discovered, the collected data is then cleansed, organized, and transformed for validation in the permit management system (i3MS or similar system for permit management) and Permit assignment to transporter tagged with trip and route details (optional in case of non-miners).
CSM implemented SPDP (Social Protection Delivery Platform) in Odisha, Janadhar in Rajasthan, and SRIS (Social Registry Information System) in the Gambia with the help of Data preparation where the master data of the public is collected from various databases sanitized and organized for validation. Then, the Golden records are formed with the help of ETL.
In the AgriGate platform, CSM implemented ML supported data preparation in paddy analytics for the Crop One solution, where three data sets (Farmer registration data, Land details & Satellite Data) are prepared to create a genuine record of farmers. After the process of data preparation, the prepared data is then integrated with the farmer details, and the token is generated for paddy procurement through PPAS (Paddy Procurement Automation System).
In J&K UT Dashboard and Odisha State Dashboard, CSM has expertise in data preparation where the collected data is discovered, cleansed, organized, and transformed for validation and ETL process is used in the integration of the prepared data in displaying analytics for the dashboard as per KPI (Key Performance Indicator).
Covid Dashboard used data preparation process was used for providing vital information relating to the spread of the pandemic for effective decision making. The data preparation of the collected data of affected, recovered, and the death rate is analyzed, and then transformed for validation. And then this prepared data is integrated by ETL and loaded for the dashboard. In such unpredictable times, this solution truly enables evidence-based policymaking by administrators to remain one step ahead in the fight against the pandemic.
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