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Understanding industry expectations from data science courses and professionals in India

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Today, the certified pass outs from the leading data science courses in India have big dreams when they start working with leading companies in data science specialization. These professionals now prefer to start their career with startup companies that offer smaller ecosystems, to begin with, but then progress aggressively with largely profitable compensation options to choose from in the future. In this article, we will highlight the growing expectations from the data science industry and how top data science courses in India could cope with the challenges thrown open by the hiring markets in India.

Is data science still the best market to invest in?

Despite the rapid progress of the data science industry in some areas of business, the pace of adoption within the industry has been largely abysmally low. This is due to the lack of high quality talent that is involved in doing research and innovation work in data science and other related domains. By 2025, if this is not corrected, India could lose up to 1 billion USD every year to its closest competing economies like China. 

Let’s understand the scope of data science applications in India.

In the modern era of B2B technologies, only 1 percent of the global players have been able to justify to their investments in data science tools and technologies, with a majority of the company owners feeling the heat to continue with their digital transformation journeys using data science solutions. Indian CEOs and investors of Indian origin are one of the most forthcoming communities who are working tirelessly in the US to get the attention of global users for their data science projects. 

If this is done in India, the results would be faster and smoother because of the solid foundation in IT, Electronics, and Computer applications that India is so famous for. But, there is a huge gap in the way people transition from their graduation courses in Engineering, Mathematics, and Business Analytics subjects without taking a telescopic judgment about their future in data science. All that is changing, but it will still take some time to fully understand the expectations from the industry.

For example, let’s take the healthcare industry – as one of the major consumers of data science solutions.

Did you know that blood collection unit in various clinics now store data and match them with personal information to understand how different races and ethnic groups react to a pandemic situation? Or, gender based hormone tests could be used to identify the future of human evolution without taking into account the role of environmental factors? Or, how do you estimate the probability of life threatening diseases like cancer or diabetes in small children? Data science is the key to solving all problems related to healthcare issues today. But, then, is talent standing up to the occasion.

Business leaders find it difficult to ascertain this situation gripping the healthcare industry despite the rise of data science. In the recent months, we have seen how big healthcare companies are engaging in a fight for market dominance in vaccinations and personalized healthcare solutions. They are striving for better innovations but falling short due to the urgent necessity for competing to gain superiority in hiring the best talent. 

Unfortunately, the trends have changed in the data science world where beginners, as well as expert professionals in India, are no longer just looking to grab an interview opportunity with the traditionally large IT and Software making companies. They are demanding much more. This has forced organizations to change their hiring tactic to get a more qualified skilled workforce for their healthcare data science projects.

Now, this kind of situation is also seen in other dominant spaces where data science is so widely used, such as IT and security management, manufacturing control systems, marketing and sales organizations, media and entertainment, e-commerce, mobility, and the recent industry to adopt data science, financial services, and banking solutions. Everywhere, the expectation is that people will build and control systems for their business processes, train machine learning algorithms and then pass on the supervision to the AI models that they created. 

But, there is a catch here— AI trainers understand that if they train AI too much in their own trade, they would lose their jobs to their machine counterparts and this is a major hurdle to the way business in AI and machine learning with data science is shaping up. Business owners have to take into account that they are not going to 100% replace the entirety of their human workforce with machines or AI think tanks. That would only cause chaos.

This is what the industry, therefore expects from the leading data science courses in India and the prodigies they create in their classrooms and labs.

Does the new crop of data science professionals understand Responsible AI?

Responsible AI or ethical AI is a big buzzword in the data science domain. It’s clearly a goal for many organizations that are working in AI and machine learning to hire only those data scientists and analysts who understand the dimensions of responsible AI. Today, any team that knows how to handle the demands of R-AI, can safely announce to the world that they belong to an enlightened group of AI workforce that can differentiate any organization and industry with their advanced skills. This is exactly what the industry is calling for— tapping talent from the responsible AI world.

Do you understand the various data governance frameworks?

No doubt, there is an immense potential in the modern day data science applications. However, if we are to succeed with the current league of solutions, we must train with the best tools that explain and train analysts on data governance principles and frameworks. As organizations look to scale up from big data to quality data, it is the responsibility of the data scientists to establish a guiding rail to describe the role of governance at all stages of data operations management, even if it means having people work with machine learning models. 

Different stages of data governance where machine learning applications are required are:

  • Benchmarking Planning
  • Formulation of data governance
  • Monitoring
  • Enforcement
  • Knowledge and Change management
  • Rewards and punishments 

As we continue to see the evolution of the data science concepts, we will realize how important it is to stay relevant to the trends. Taking a guess from outside the industry without actually working in a top business intelligence group could make you fall flat on your face.

If you are to succeed with your aspirations in the future, you must rise with advanced analytics, self service and embedded business analysis, and AI based roles. To ensure all data governance policies are aptly applied, and no bias is overlooked, it is important that data science trainers should explain the importance of having a good data governance and data quality from the very first session in the top data science courses in India. 

As a student looking to pursue data science courses in India, this is a great time to fulfill career aspirations and also take the country forward. This would help meet the growing expectations from the industry that uses data science tools extensively for its own projects.

Michael Caine is the Owner of Amir Articles and also the founder of ANO Digital (Most Powerful Online Content Creator Company), from the USA, studied MBA in 2012, love to play games and write content in different categories.

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Education

Simple Ways to Connect with Younger Pupils

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Simple Ways to Connect with Younger Pupils

A teacher in charge of a classroom of young students will always want to find ways to connect with the minds in the room. The truth is, there are a number of simple ways to find that spark with young learners that all educators can embrace. This will not just enhance the classroom experience but also impact better learning overall as well. Here are some ideas on how to make it possible. 

Focus on Self Development

Any teacher is capable of learning as well as imparting knowledge. The path towards self-development is filled with finding out how you can boost your experience and take on new challenges in this area. Pursuing a course like an online masters in early childhood education will both facilitate and encourage you to make the positive changes necessary to enable authentic connections in the classroom. You will gain a deeper understanding of what the role entails and how to deliver it.

Nurture Before Discipline

While there should never be a lack of boundaries in a classroom, a teacher’s main priority with young learners is nurture above all else. This means leading the room with kindness, understanding, and empathy across the board. If a student is struggling to engage with the material, the first question you should be asking is, why? When you take the time to dive into a student profile, you immediately boost their chances of feeling important and empowered. 

Extracurricular Points

There can also be a focus on extracurricular learning which will boost connections with students potentially outside of your immediate teaching environment. This can be any club or group that is outside of the daily curriculum and is the perfect space to build relationships with children in a variety of settings. 

Show Them Their Voice

As a teacher, it is easier than ever to show a child how to use their voice. With a world moving away from authoritative education and leaning toward promoting independence, educators everywhere can embrace what’s to come. Showing students how to speak up when they see something wrong, feel uncomfortable, or have safety concerns will have a knock-on effect. It will also boost their confidence when it comes to asking for help, pursuing special interests, and creating positive relationships with their peers. 

Keep Communication Open

While communicating with your students is clearly an important thing for every classroom, teachers must also try to open this narrative up to parents as well. There are always going to be caregivers who are more actively involved in their child’s education than others, and it is your job to figure out where the gaps are. You can create positive pathways for parental engagement as well as student participation through regular meetings, office hours and generally being available. Of course, this goes above and beyond your job description, but it is an integral part of connecting with younger pupils. This is, after all, a team effort and there will always be barriers to learning if the caregivers do not participate fully in the journey. 

Younger pupils need a special brand of teacher who is willing to go the extra mile every day. Connection is based on authentic trust building, consistency, and engagement.

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Education

Inspiring the Next Generation: The Future University in Egypt

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Future University in Egypt (FUE) has emerged as one of Egypt’s leading private universities since its founding in 2006. Recognized for its commitment to excellence in teaching, research, and service, FUE strategically occupies a prime location in the heart of new Cairo. The university prides itself on being an educational institute dedicated to distinction, innovation, and uncompromising quality standards. FUE’s unwavering focus on staying attuned to national, regional, and international changes in education, scientific research, and community development sets it apart, while instilling professional ethics and values among its students.

Embracing Technological Advancements

The Future University in Egypt stands at the forefront of the digital education revolution, embracing technological advancements to enhance the learning experience for students. With cutting-edge laboratories, smart classrooms, and interactive e-learning platforms, students are immersed in a dynamic educational journey. Artificial intelligence and virtual reality simulations allow for hands-on learning experiences, preparing graduates to excel in the rapidly evolving digital landscape.

Global Collaboration for a Diverse Learning Experience

The Future University in Egypt is more than just a local institution; it fosters a global learning community. Through strategic partnerships with prestigious universities worldwide, the university attracts international faculty and students, creating a culturally diverse and inclusive environment. This exchange of knowledge and perspectives prepares graduates to be global citizens and enables cross-cultural collaboration in tackling global challenges.

Innovation Hub for Groundbreaking Research

At the core of the Future University’s vision lies a commitment to pioneering research and innovation. The establishment of research centers and incubators provides a fertile ground for faculty and students to address real-world challenges. Emphasizing interdisciplinary collaboration, the university encourages innovative thinking and breakthrough discoveries that have the potential to transform industries and improve lives.

Nurturing Entrepreneurial Mindsets

The Future University in Egypt recognizes the critical role of entrepreneurship in driving economic growth. Integrated entrepreneurship programs, mentorship opportunities, and access to startup incubators empower students to develop their ventures. The university’s emphasis on fostering an entrepreneurial culture instills students with the confidence and skills needed to become job creators and innovators in the competitive business world.

Personalized Learning for Student Success

Understanding that each student is unique, the Future University offers personalized learning pathways. Leveraging data analytics and AI-driven algorithms, students receive tailored educational experiences that align with their individual strengths, interests, and career aspirations. This student-centric approach not only enhances engagement but also ensures that each learner reaches their full potential.

Sustainable Development and Environmental Consciousness

In alignment with global sustainability goals, the Future University in Egypt is committed to promoting environmental consciousness. From green campus initiatives to research projects focused on renewable energy and climate change, the university aims to produce responsible graduates who prioritize sustainability in their future endeavors.

Collaborative Industry Partnerships

The Future University bridges the gap between academia and industry through collaborative partnerships. By engaging with leading corporations and organizations, students gain access to internships, work-study programs, and real-world projects. This symbiotic relationship ensures that graduates are equipped with the practical skills and knowledge demanded by the job market.

The visionary founder of the Future University in Egypt, Khaled Azazy, is a prominent entrepreneur and philanthropist with a profound commitment to education. His passion for transforming learning and promoting innovation drives the university’s ethos. Through strategic leadership and tireless efforts, Khaled Azazy has shaped the Future University into a model institution for education in Egypt.

A Bright Future for Education in Egypt

The Future University in Egypt represents a beacon of hope and progress for the nation’s educational landscape. With its focus on technological integration, global collaboration, research, sustainability, and personalized learning, the university is revolutionizing education. As Egypt’s knowledge hub, the Future University is poised to produce forward-thinking leaders who will shape a brighter future for the nation and make a positive impact on the world.

Academic Excellence and Diverse Faculties

At FUE, academic excellence is a priority, with an emphasis on providing a rich and rewarding educational experience to all its students. The university offers a nurturing campus environment where students can unleash their potential and learn from highly talented and accomplished faculty staff. With six fully accredited faculties sanctioned by the Supreme Council of Universities, FUE ensures that students receive the best possible education in their chosen fields. 

The faculties include:

1. Faculty of Oral and Dental Medicine:

The Faculty of Oral and Dental Medicine at Future University in Egypt is an accredited private dental faculty renowned for its comprehensive programs and cutting-edge research. With state-of-the-art dental clinics and laboratories, students receive hands-on training under the guidance of experienced faculty members. Emphasizing the highest standards of patient care and dental expertise, this faculty equips students with the skills and knowledge to excel in the dynamic field of oral healthcare.

2. Faculty of Pharmacy:

Devoted to the art and science of preparing suitable materials from natural resources to create medicines, the Faculty of Pharmacy at Future University in Egypt stands at the forefront of pharmaceutical education. With modern laboratories and advanced research facilities, students explore the pharmaceutical world, gaining expertise in drug development, patient care, and pharmaceutical technology. This faculty plays a vital role in shaping future pharmacists equipped to address society’s healthcare needs.

3. Faculty of Engineering and Technology:

The Faculty of Engineering and Technology at Future University in Egypt is committed to preparing innovative engineers and technologists. With a strong emphasis on hands-on learning, students engage in cutting-edge research and real-world projects across various engineering disciplines. This faculty’s dynamic programs ensure that graduates are well-equipped to tackle complex challenges in engineering, contributing to technological advancements that shape our society.

4. Faculty of Economics and Political Science:

Established in accordance with the latest academic standards, the Faculty of Economics and Political Science offers comprehensive programs that merge theoretical knowledge with practical skills. This faculty prepares students to become proficient economists, policymakers, and analysts, instilling a deep understanding of economic principles and the political landscape. Fostering critical thinking and analytical prowess, graduates are poised to drive positive change in national and international economies.

5. Faculty of Commerce and Business Administration:

Future University’s Faculty of Commerce and Business Administration is devoted to developing business leaders equipped with a global mindset. With a focus on entrepreneurship, management, finance, marketing, and international business, this faculty cultivates the skills needed to excel in a competitive business world. Offering a holistic educational experience, students are prepared to navigate the complexities of the global marketplace and emerge as successful business professionals.

6. Faculty of Computers and Information Technology:

The Faculty of Computers and Information Technology at Future University in Egypt caters to the burgeoning demands of the digital age. Comprising three specialized departments, this faculty imparts cutting-edge knowledge in computer science, information systems, and network engineering. Students receive hands-on training in coding, data analysis, cybersecurity, and artificial intelligence, positioning them as technology innovators and problem solvers in an increasingly interconnected world.

Each faculty operates as an independent institution with its own property and equipment, actively participating in the selection of students following university regulations. FUE takes immense pride in awarding degrees that hold a global reputation, aligning with its vision for excellence in education.

Exceptional Faculty and Staff

The driving force behind FUE’s academic prowess is its dedicated and diverse faculty and staff. Recognizing that the key to academic excellence lies in fostering a vibrant intellectual community, FUE seeks out highly qualified educators from across the globe. Comprising both local and international talents, many of whom have completed their postgraduate studies abroad, FUE’s faculty brings a wealth of perspectives to their respective fields of specialization.

Founder’s Vision: Khaled Azazy

At the core of FUE’s foundation lies the visionary entrepreneur and philanthropist, Khaled Azazy. His passion for transforming education and promoting innovation has shaped FUE into a model institution in Egypt. Since its inception, Khaled Azazy’s relentless commitment to creating an atmosphere that values intellectual curiosity and academic freedom has been central to the university’s mission.

Academic Partnerships and Global Recognition

FUE’s global outlook extends beyond borders through numerous academic cooperation agreements with distinguished universities worldwide. These agreements facilitate faculty and student exchange programs, mutual accreditation of degrees, and collaborative research projects. Notable partners include the University of Cincinnati, University College Cork (Ireland), Missouri University of Science and Technology (USA), Case Western Reserve University (USA), and The University of Central Lancashire (UK).

Academic Rankings and Impact

FUE’s commitment to academic excellence is reaffirmed by its remarkable global rankings. According to QS World University Rankings, FUE stands among the top 1001-1200 universities globally in the year 2023 and is the highest-ranked private university in Egypt. Additionally, the university ranks 601-800 in the Times Higher Education Impact Rankings, reflecting its commitment to United Nations sustainability goals. FUE is also proud to be ranked 712 in Scimago Institutions Rankings, further underscoring its scientific evaluation.

Undergraduate Programs and Industry Relevance

Future University in Egypt’s undergraduate programs are designed to provide the highest level of academic education while preparing students for the competitive job market. These programs are continually updated and expanded to align with emerging trends and opportunities. The faculties of Pharmacy, Oral & Dental Medicine, Engineering & Technology, Economics & Political Science, Computers & Information Technology, and Commerce & Business Administration offer specialized programs that nurture future leaders and professionals.

Postgraduate Studies at Future University in Egypt: Nurturing Specialized Expertise

Future University in Egypt goes beyond undergraduate programs to offer a diverse array of postgraduate studies, providing opportunities for students to pursue advanced degrees and cultivate specialized expertise. Recognizing the value of continuous learning and research, FUE’s postgraduate studies encompass a range of disciplines across its faculties.

Master’s Programs:

FUE’s Master’s programs are designed to deepen students’ knowledge and skills in specific fields, fostering advanced expertise. With an emphasis on research and practical applications, these programs empower students to become industry leaders, researchers, and educators. Whether in Engineering, Pharmacy, Economics, or Computer Science, students benefit from close guidance by distinguished faculty members, conducting research that contributes to their respective fields.

Doctoral Programs:

For those aspiring to make significant contributions to academia and research, Future University’s Doctoral programs offer an opportunity to pursue in-depth studies and original research. Aspiring scholars collaborate with esteemed faculty mentors, investigating complex problems and advancing knowledge in their chosen domains. FUE’s commitment to academic excellence is further amplified through its Doctoral programs, as students engage in groundbreaking research that impacts global communities.

Professional Development and Continuing Education:

In addition to formal degrees, Future University in Egypt recognizes the importance of professional development and continuing education. FUE offers a range of certificate programs, workshops, and specialized training to empower individuals seeking to enhance their skills or explore new career paths. These short-term programs are tailored to meet the demands of professionals in various industries, allowing them to stay abreast of the latest developments in their fields.

Research Opportunities and Collaborations:

Postgraduate students at FUE have access to a rich research ecosystem, where they can actively engage in cutting-edge projects, both within the university and through collaborations with international partners. FUE’s academic partnerships with distinguished universities worldwide facilitate research exchanges and joint projects, opening doors to global research opportunities for postgraduate students.

Conclusion

As Future University in Egypt continues to evolve, it remains committed to fostering a climate of inclusiveness, civility, and academic freedom. The university’s dedication to creating an environment where intellectual curiosity thrives drives its unwavering pursuit of knowledge. Future University in Egypt is not merely an institution; it is a transformative force, shaping the minds of the future and making a positive difference in the world.

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Education

Things That Every History Teacher Needs to Know

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Teacher

History is still one of the most popular topics in school. There is something compelling about diving into the events of the past, and history teachers have a big task in order to inspire students to learn from what came before them. This guide has some things that every history teacher needs to know in order to have a successful career. 

Budding Historians are Everywhere

The first thing to learn, and learn quickly, is that any student that walks into your classroom may be a budding historian. Even if they have never previously been able to engage with a history lesson, your teaching delivery and subject choice may be the thing that shifts their mindset. History captures hearts, and it is an incredibly compelling subject for so many reasons. Find those students and nurture them so that they too can grow and develop in this environment. 

Opportunities for Expanding Your Knowledge are Endless

It is also worth noting that there are somewhat infinite opportunities for professional knowledge expansion. Whether it is learning about a new subject for the next module through history courses for educators, or concentrating on engagement strategies, these opportunities are there for the taking. 

Teaching with Passion is a Must

Passion is the thing that helps students take autonomy over a subject. If their teacher shows up with passion, they are more likely to feel inspired to do the same. It is a key factor in enabling pro-engagement within a classroom setting, and the thing that will make a difference between a student showing up and checking in to them doing the complete opposite. History, especially in the official exam years, requires a lot of reading and knowledge acquisition and this will only be possible if there is a spark in the room. 

Subject Matter is Important

Though the majority of formative education is dictated by curriculum expectations, there is some scope for choice, especially the higher up you go in terms of the age of the student. The subject matter is one of the most important things you will get to know. Be the expert and make sure you are challenging yourself to properly engage with a topic, even if you have taught it a thousand times before. There is always a new angle or approach to take. 

There’s a History Lesson for Every Age Student

Picking the right lesson for the age group you are teaching is essential. There is a history lesson for every age, after all, and regardless of how sensitive the subject matter is, it can always be adapted. Whether you are teaching seven year olds or seventeen year olds, the facts can remain the facts but the delivery can change. 

History teachers are tasked with one of the most important jobs of all. The subjects are vast and engaging, and so many students are more likely to enjoy learning about the past than other school topics. There is a lot to learn, but history teachers have a great opportunity to shape young minds and teach essential lessons.

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