Understanding FHIR

FHIR, pronounced “fire,” stands for Fast Healthcare Interoperability Resources. Developed by Health Level Seven International (HL7), FHIR is a standard that outlines how healthcare information can be exchanged between different computer systems, regardless of how it’s stored. It allows healthcare data, including clinical and administrative information, to be available securely to authorized individuals, promoting better patient care.

FHIR servers play a crucial role in this ecosystem by enabling seamless data storage and retrieval. Kodjin FHIR Server provide a robust, scalable solution for healthcare organizations looking to implement FHIR efficiently.

FHIR leverages modern web technologies such as RESTful APIs, JSON, and XML to enable easy data sharing between disparate systems. By breaking down complex health information into discrete resources, FHIR ensures a more standardized, flexible, and interoperable approach to data exchange.

The Role of FHIR in Health Information Exchange (HIE)

Health Information Exchange (HIE) refers to the electronic sharing of health-related information among organizations. The primary goal of HIE is to ensure that healthcare providers have access to accurate and timely patient information, leading to improved decision-making and patient outcomes.

FHIR plays a crucial role in this process by providing a standardized framework that simplifies data exchange. Its modern architecture and robust API capabilities enable seamless communication between electronic health records (EHRs), healthcare applications, and third-party systems.

Key Benefits of FHIR in HIE

1. Enhanced Interoperability

FHIR is designed to improve interoperability across healthcare systems. Unlike older standards, which required extensive customization, FHIR offers a more modular and flexible approach, enabling different healthcare applications to communicate seamlessly (HealthIT.gov).

2. Real-Time Data Access

FHIR provides faster, real-time access to quality data, reducing the burden of reporting quality measures. It enables automated data retrieval from Electronic Health Records (EHRs) and submissions of quality data through the use of standards-based APIs (ECQI HealthIT).

3. Reduced Administrative Burden

The use of FHIR APIs in health data exchange significantly reduces administrative tasks. For instance, FHIR facilitates point-to-point data exchange, eliminating the need for manual data entry and reducing human errors (HL7 Blog).

4. Improved Care Coordination

FHIR helps healthcare providers coordinate care more effectively by ensuring that patient data is up-to-date and easily accessible. Whether a patient moves between different hospitals or consults multiple specialists, FHIR ensures that all healthcare providers have a comprehensive view of their medical history (HealthIT.gov).

5. Scalability and Adaptability

FHIR is highly scalable, making it suitable for both small clinics and large healthcare networks. Its adaptable nature allows for integration with emerging healthcare technologies such as artificial intelligence (AI), machine learning, and blockchain.

Core Components of FHIR

To understand how FHIR simplifies HIE, it’s essential to delve into its core components:

1. Resources

FHIR is built around the concept of “resources.” Each resource represents a specific type of healthcare data, such as patients, medications, or observations. These resources are standardized, making it easier for different systems to understand and use the data.

2. APIs (Application Programming Interfaces)

FHIR utilizes modern web-based APIs, allowing systems to communicate seamlessly. These APIs enable real-time data access and integration, which is crucial for timely patient care.

3. Profiles

FHIR profiles are customized versions of resources tailored to specific use cases or requirements. They ensure that the data exchanged meets the particular needs of different healthcare settings.

4. Extensions

FHIR allows for extensions, enabling healthcare organizations to customize their data models while maintaining interoperability with standard FHIR implementations.

Practical Applications of FHIR in HIE

1. Streamlining Data Exchange

FHIR’s standardized approach allows for efficient data exchange between disparate systems. For instance, a patient’s lab results from one hospital can be easily shared with another healthcare provider, ensuring continuity of care.

2. Supporting Public Health Initiatives

The use of the FHIR Query & Response paradigm allows public health programs to proactively access data held by healthcare providers and other entities. This proactive access supports timely public health responses and interventions (HL7 Confluence).

3. Enabling Patient Access to Data

FHIR empowers patients by providing them with access to their health information. This access fosters patient engagement and allows individuals to take a more active role in managing their health.

Challenges and Considerations

While FHIR offers numerous benefits, its implementation comes with challenges:

• Data Privacy and Security: Ensuring that patient data remains secure during exchange is paramount.
• System Integration: Integrating FHIR with existing systems may require significant effort and resources.
• Standard Adoption: Encouraging widespread adoption of FHIR standards across all healthcare organizations is essential for maximizing its benefits.

Future of FHIR in Health Information Exchange

As healthcare continues to evolve, FHIR is poised to play an increasingly significant role in HIE. Ongoing enhancements to FHIR will help facilitate swift data exchange, leading to improved care coordination and more personalized experiences across diverse systems and applications (HealthIT.gov).

Conclusion

FHIR has emerged as a transformative force in Health Information Exchange, offering standardized, efficient, and secure methods for data sharing. By embracing FHIR, healthcare organizations can enhance interoperability, improve patient care, and reduce administrative burdens. As the healthcare landscape continues to evolve, FHIR’s role in simplifying health information exchange will undoubtedly become even more critical.

FAQs

1. What is FHIR? FHIR stands for Fast Healthcare Interoperability Resources. It’s a standard developed by HL7 that defines how healthcare information can be exchanged between different computer systems (HealthIT.gov).

2. How does FHIR improve interoperability? FHIR offers more granular data specifications, leading to a shared foundation for data exchange. Its versatility supports multiple workflows through a unified approach to interoperability (HealthIT.gov).

3. What are the benefits of using FHIR in Health Information Exchange? FHIR provides faster, real-time access to quality data, reduces the burden for reporting quality measures, and enables automated data retrieval from EHRs through standards-based APIs (ECQI HealthIT).

4. Are there any challenges associated with implementing FHIR? Yes, challenges include data privacy concerns, system integration complexities, and the need for widespread standard adoption.

5. What is the future of FHIR in healthcare? FHIR is expected to become the backbone of health information exchange, supporting emerging technologies and improving patient-centered care.

References

1. HealthIT.gov: What is FHIR?
2. HealthIT.gov: FHIR Introduction
3. ECQI HealthIT: FHIR Standards
4. HL7 Blog: HIPAA Exception Report
5. HL7 Confluence: FHIR and Public Health
6. HealthIT.gov: FHIR Ecosystem

The post How FHIR Simplifies Health Information Exchange (HIE) appeared first on FF-Gler Code.

In today’s rapidly evolving healthcare landscape, the emphasis on patient-centered care has never been more pronounced. Central to this transformation is the Fast Healthcare Interoperability Resources (FHIR) standard, developed by Health Level Seven International (HL7). FHIR is designed to facilitate seamless data exchange between healthcare systems, thereby enhancing patient engagement, improving care coordination, and promoting interoperability. With the increasing adoption of digital health technologies, FHIR is emerging as a vital tool in bridging gaps in patient care, ensuring timely access to health records, and empowering individuals to take control of their health.

To fully leverage the power of FHIR, organizations need a robust and scalable FHIR server to store, manage, and exchange healthcare data efficiently. Kodjin FHIR Server provides a high-performance solution designed to meet the interoperability demands of modern healthcare, enabling seamless integration with existing systems while ensuring compliance with FHIR standards.

Understanding FHIR

FHIR is a standard that defines data formats and elements, known as “resources,” and an application programming interface (API) for exchanging electronic health records (EHR). It builds upon previous HL7 standards but distinguishes itself by utilizing modern web technologies, making it more accessible and easier to implement. The primary goal of FHIR is to enable interoperability between disparate healthcare systems, ensuring that vital patient information is readily available when and where it is needed.

Key Features of FHIR

• Modular and Flexible: FHIR uses modular components called resources that can be easily extended or customized to fit various use cases.
• RESTful API Architecture: FHIR leverages web-based RESTful APIs, making integration with existing systems straightforward.
• Support for Multiple Data Formats: Data can be exchanged in XML or JSON formats, ensuring broad compatibility.
• Interoperability: Designed to work across different healthcare systems, FHIR promotes seamless data exchange.
• Security and Compliance: Built-in support for OAuth2 and SMART on FHIR ensures secure authentication and data sharing.

The Role of FHIR in Patient-Centered Care

Patient-centered care focuses on respecting and responding to individual patient preferences, needs, and values. FHIR supports this approach by providing patients with access to their own health information, thereby empowering them to take a more active role in managing their healthcare. Patients can use FHIR-based applications to access their medical records, lab results, and other health data, fostering greater engagement and informed decision-making.

Benefits of FHIR in Patient-Centered Care

• Improved Patient Engagement: Patients can access and manage their health data through secure apps.
• Enhanced Care Coordination: FHIR enables providers to exchange data efficiently, reducing errors and redundancies.
• Better Outcomes: Access to comprehensive health data allows for personalized and informed treatment plans.

Key Applications of FHIR in Patient-Centered Care

1. Enhanced Patient Access to Health Information

FHIR enables the development of applications that allow patients to easily access their health records. By using FHIR-based apps, patients can view their medical history, lab results, and other pertinent health information in real-time, promoting transparency and patient empowerment. This functionality aligns with regulatory requirements such as the 21st Century Cures Act, which mandates patient access to their own health data.

2. Streamlined Care Coordination

Effective care coordination among healthcare providers is crucial for delivering high-quality patient-centered care. FHIR facilitates the seamless exchange of patient information between primary care providers and specialists, ensuring that all members of a patient’s care team have access to the most up-to-date information. This streamlined communication reduces redundancies and minimizes the risk of errors.

3. Integration of Social Determinants of Health (SDOH)

Recognizing the impact of social determinants on health outcomes, FHIR supports the integration of social care data into patient records. This holistic view enables healthcare providers to address factors such as housing, nutrition, and transportation, leading to more comprehensive and personalized care plans. By incorporating SDOH data, providers can proactively address potential barriers to health and well-being.

4. Development of Personalized Health Applications

FHIR’s standardized approach allows developers to create personalized health applications tailored to individual patient needs. These apps can provide:

• Medication reminders to enhance adherence.
• Chronic disease management tools for tracking conditions like diabetes and hypertension.
• Wellness tracking features for monitoring exercise, diet, and mental health.

5. Support for Clinical Research

FHIR facilitates the collection and sharing of standardized health data, which is invaluable for clinical research. By aggregating de-identified patient data, researchers can gain insights into disease patterns, treatment efficacy, and population health trends, ultimately contributing to evidence-based care improvements. This standardized data sharing accelerates the development of new treatments and medical advancements.

6. Improved Interoperability Between Systems

One of FHIR’s primary strengths is its ability to promote interoperability between diverse healthcare systems. By adhering to FHIR standards, different EHR systems can communicate effectively, ensuring that patient data is consistent and accessible across various platforms. This interoperability is essential for providing coordinated and efficient patient-centered care.

7. Real-Time Data Sharing

FHIR supports real-time data sharing, allowing healthcare providers to access and update patient information instantly. This capability is particularly beneficial in emergency situations, where timely access to accurate patient data can significantly impact outcomes. Real-time data sharing also enhances chronic disease management by enabling continuous monitoring and timely interventions.

8. Telehealth and Remote Monitoring

FHIR plays a critical role in expanding the capabilities of telehealth services. With increasing adoption of remote healthcare solutions, FHIR enables seamless integration between telehealth platforms and EHR systems. This integration ensures that virtual consultations are informed by real-time patient data, improving diagnosis and treatment recommendations.

Challenges and Considerations

While FHIR offers numerous benefits, its implementation is not without challenges:

1. Data Privacy and Security

Ensuring the confidentiality and integrity of patient data is paramount. Organizations must implement robust security measures, including encryption and access controls, to protect against unauthorized access and breaches.

2. Standardization Across Systems

Achieving uniform adoption of FHIR standards across various healthcare systems can be challenging, requiring collaboration and consensus among stakeholders. Variability in implementation can lead to inconsistencies in data exchange.

3. Resource Allocation

Implementing FHIR may require significant investment in technology and training, which can be a barrier for some organizations. Healthcare providers must allocate resources effectively to support FHIR adoption.

4. Compliance with Regulations

FHIR implementations must align with regulatory frameworks such as HIPAA in the U.S. and GDPR in Europe. Ensuring compliance while maintaining usability is a key challenge for developers and healthcare providers.

Conclusion

FHIR represents a significant advancement in the pursuit of patient-centered care. By enabling seamless data exchange, enhancing patient access to information, and supporting personalized care applications, FHIR empowers patients and providers alike. As healthcare continues to evolve, the adoption of FHIR standards will be instrumental in delivering coordinated, efficient, and patient-focused care. With ongoing advancements and regulatory support, FHIR is set to become the foundation of a truly interoperable and patient-centric healthcare ecosystem.

Frequently Asked Questions (FAQs)

1. What is FHIR?

FHIR (Fast Healthcare Interoperability Resources) is a standard developed by HL7 for exchanging electronic health records. It defines data formats and an API for seamless data exchange between healthcare systems.

2. How does FHIR enhance patient-centered care?

FHIR enhances patient-centered care by providing patients with access to their health information, facilitating care coordination among providers, and supporting the development of personalized health applications.

3. What are some challenges in implementing FHIR?

Challenges in implementing FHIR include ensuring data privacy and security, achieving standardization across diverse healthcare systems, and allocating necessary resources for technology and training.

4. How does FHIR support clinical research?

FHIR supports clinical research by facilitating the collection and sharing of standardized health data, enabling researchers to gain insights into disease patterns and treatment efficacy.

5. What role does FHIR play in telehealth?

FHIR enhances telehealth by enabling seamless data exchange between virtual care platforms and EHR systems, ensuring that healthcare providers have real-time access to patient information during remote consultations.

By embracing FHIR, the healthcare industry is taking a significant step toward a more connected and patient-centric future.

References

1. HL7 FHIR Official Website: https://www.hl7.org/fhir/
2. Office of the National Coordinator for Health IT (ONC) – FHIR and Interoperability: https://www.healthit.gov/
3. 21st Century Cures Act Final Rule: https://www.healthit.gov/curesrule

The post FHIR for Patient-Centered Care: Key Applications appeared first on FF-Gler Code.

Installing a call tracking system on your website and in any paid advertising campaigns allows you to collect useful data on:

Who is the caller?

When did they last call?

When do they call during the day?

Where did they get the phone number for my business?

What is software for phone tracking?

A software program called call tracking keeps track of every call’s details, including who phoned, when they called, and how long the call lasted. It can be used to monitor calls coming from any source, including keywords, websites, and phone numbers.

Then, for convenient access by sales representatives or managers, this data is kept in a central database.

Dynamic call tracking – what is it?

For marketing purposes, dynamic phone tracking assigns a trackable phone number to each visitor to their website. Trackable statistics will provide information on client journeys and each customer’s source, including SEO, PPC, and more. Additionally, there are fixed numbers that are typically employed for offline media such as print, radio, and television. Even while they can still be utilized for data, fixed numbers don’t offer the same level of specificity as dynamic call tracking numbers.

When did call monitoring begin?

For many years, call tracking has been available in a basic format. Businesses have always asked new callers, “How did you hear about us?” and written it down on a sheet of paper for many years, although it was primitive compared to modern approaches.

Business owners could credit the client to particular ads by asking their clients how they learned about the company. Today, many firms continue to employ the “how did you learn about us?” strategy to identify the sources of the most calls and new clients.

Since the beginning of the telephone as a commercial tool, call tracking software has advanced, and there are now more sophisticated ways to identify how a lead obtained your company’s phone number and which advertising channel drew their attention.

How does software for phone tracking operate?

Caller information, including identity, phone number, call time, and date, is recorded by call monitoring software.

A key technique for understanding how well your marketing activities are doing is call tracking. Did you know that 80% of all customers research products or services online before making a purchase? In order to further enhance customer service and sales techniques, it is crucial to be aware of the information that is presented on both your website and other websites.

When clients place their orders over the phone for your online store, call tracking can assist you determine which products are the most well-liked. This will enable you to maximize revenues while minimizing waste on unnecessary inventory by adjusting pricing as necessary based on demand for some things over others (such as might happen if too many customers were ordering one particular item).

Call tracking: How has it changed?

Asking a caller how they got your number might provide insight on which of a company’s advertising is succeeding, but it can also result in incorrect attribution. It’s likely that the customer had multiple interactions before converting and dialing.

This is known as “last touch attribution,” and it gives the last touchpoint a consumer encountered 100% of the credit for a transaction or a conversion when asked how they obtained your information. The majority of the time, they just reply “Google.”

Marketers may configure tracking numbers for their marketing campaigns and track the amount of calls each campaign generated using early call tracking software. Both online and offline campaigns each have a unique tracking number. Billboards and radio commercials had a different number than newspaper ads, and PPC ads had a different number than those on the business’s website. Which source led to the conversion was evident from the phone number the customer called.

Today, however, we are aware that a customer’s path to buy is significantly more complicated than it was in the past. What happens if a client sees your Facebook advertisement, then looks up your company on Google, clicks a PPC ad, and then phones you via your local Google My Business listing?

Multi-channel attribution is the answer. Modern call-tracking software tracks online activity and provides more precise customer journey measurements using cookies and dynamic number insertion. Even today, giving each offline marketing channel a special tracking number enables business owners to track the number of interactions a consumer has with their brand as well as the many offline and online advertising channels they are interacting with.

Businesses may develop a more comprehensive understanding of their marketing initiatives and the factors that are generating leads thanks to this all-encompassing tracking. Definitely superior to the “how did you hear about us?” era!

Why do I require phone monitoring?

To evaluate the success of your marketing activities, employ call tracking.

You can determine whether advertisements, keyphrases, or marketing initiatives are encouraging customers to call your company.

Which marketing initiatives are generating the most calls for your company can be determined.

For your business, call tracking software is vital.

Any firm that wants to gauge the effectiveness of its marketing initiatives and comprehend how their clients interact with them must invest in call tracking software. As you can undoubtedly imagine, call-tracking software has many more applications than merely monitoring incoming and outgoing calls.

By enabling you to record every single piece of information about your customers, call tracking software improves your understanding of them. You can find out who they are, where they are from, what they do when they call your business, why they chose you over the competition (if applicable), what questions they had prior to calling, etc.

What is tracking of offline calls?

tracking of offline calls was been suggested. Offline call monitoring, however, is for sources or channels that aren’t on the internet, to be clear. This could include billboards, pamphlets, flyers, business cards, stationary, posters, and stationary. Additionally, it could be business cards, posters, or radio commercials. While offline call tracker does not offer the same level of detail as dynamic call tracker, it still delivers many of the standard advantages. It can be used to determine what other actions are motivating calls. After that, the information is stored in your call analytics platform. You’ll be able to budget more wisely as a result.

How may call tracking be used by marketers?

Using a specific phone number to trace calls is a method known as call tracking. You may discover which search terms, advertisements, or advertising campaigns result in the most phone calls to your company by employing call tracking.

The advantages of inbound call monitoring

A service called inbound call tracking, commonly referred to as call tracking or phone tracking, is made to assist you better understand your clients and their purchase patterns.

Call tracking can assist you in comprehending:

Which of your marketing initiatives are effective? From where do people learn about you? What number of leads do they produce? How many of those leads end up being transactions?

Your sales technique: Where and why does it falter? After a specific amount of time has gone between their initial contact with your business and their purchase decision, what steps in the process are clients skipping? What has to be changed to address this issue and encourage more potential consumers to once again convert into paying clients? In addition…

Call monitoring will also help us learn more about the preferences of our audience, allowing us to customize our communications and foster brand loyalty by giving them offers that are relevant to their interests rather than the standard “buy now” messaging that most companies use today.

How may call tracking benefit my company?

Call monitoring is a potent tool that can assist you in determining the effectiveness of your marketing initiatives, tracking call volume and length, call quality indicators like abandonment rates, and enhancing sales conversions. For instance, you should re-evaluate the content or message in an advertisement if it generates a lot of traffic but has poor click-through rates (CTRs) or generates a lot of leads but few sales.

Here are some instances of how call tracking might benefit your company:

• Monitor the results of your marketing efforts.
• Determine the ads that are generating calls
• Monitor call volume and duration by campaign type (i.e., search engine optimisation [SEO], pay-per-click advertising [PPC])
• Keep track of the outcomes for each lead generating technique employed, such as the comparison between last month’s direct mail and today’s phone calls.

What qualities should a call tracking solution have?

When selecting the best call-tracking service, there are a number of important characteristics to consider. The simplicity of usage comes foremost. Software for call tracking should be simple to set up and use so that anyone may use it without having a computer science degree.

Next, think about how many different phone numbers your company regularly uses. Are there various phone numbers for customer service? Are there separate numbers for sales and customer service? Do any of these figures remain active throughout the day or fluctuate according to the season or day of the week?

Does your company have various sites or do some of its workers work remotely from home offices throughout the nation or even abroad? If so, check to see if the program has a feature that enables you to track calls going into these other locations as well, as doing so might be either challenging or costly ($$) otherwise.

Last but not least, if you can, check out a few various options before determining which one best suits your particular requirements!

What queries should I put to call tracking service providers?

Many vendors offer straightforward, fundamental call tracking services. It’s crucial to look at more information to get the best call tracking supplier. The following are some inquiries that call tracking service providers ought to make:

Can keyword-level attribution and website click route analysis be provided by the call tracking software?

Can the call tracking platform simultaneously replace several numbers (like those on a dealer locator or location page)?

How many numbers would the call tracking solution need to collect the information you require?

Is the call tracking system compatible with all of your sales, marketing, and digital advertising platforms?

Call tracking software has the ability to record and transcribe conversations.

How accurate are your message transcriptions?

Can the call tracking solution extract analytics from the transcriptions using AI and machine learning?

Does the call tracking system have the ability to analyze conversations using key marketing elements like spoken phrases or phone number?

The quantity and conversion of calls from incoming calls can be measured via call tracking technologies.

Who ought to utilize call monitoring?

Any industry that relies on inbound calls for sales enquiries, such as the automobile, healthcare, marketing agencies, home and professional services, and directories, might benefit from call tracking.

Call tracking software can be useful for both large corporate firms wanting to track sales and marketing data and small enterprises trying to boost their local SEO. Basically, any company that is running many campaigns and trying to figure out where its leads and visitors are coming from.

An indispensable tool for any firm is call tracking. You can use it to analyze your marketing initiatives and determine which ones are most effective. Utilizing call tracking software also enables you to track incoming calls from clients and spot areas for development. But most crucially, it enables you to tailor call routing based on specific factors like geography or caller ID number to ensure that every consumer has the best possible experience when contacting your business.

The post How Does Call Tracking Work and What Is It? appeared first on FF-Gler Code.

A programming language is essential for almost everything, whether it’s web development, machine learning, or data analysis. And every year we see the ranking of these languages fluctuate depending on the demand and popularity among developers. According to GitHub and TIOBE, there are at least 253 programming languages today, with JavaScript and Python leading the way.

JavaScript is not just a programming language, but a revelation of the IT world of the second half of the 20th century. No one would have guessed that JS would remain a leader, and have no competitors in its field. It is considered to be the most popular programming language in the world and is in high demand among various organizations. JS was originally only used for developing web browsers, but now it is used to create server-side websites and non-browser applications.

JS was created in 1995 in America by programmer Brendan Eich and was originally known as LiveScript. However, at the time, Java was the most popular language, so JS was promoted as Java’s “little brother.” Over time, JavaScript became a fully independent language.

By analogy, we can say that JS is a kind of “wizard” that animates the web page and browser: for example, the already familiar HTML is responsible for the markup of the site, CSS is responsible for its appearance, and finally JS implements all the processes. Programmers believe it takes considerably less time to write a program with JS.

Adding “behavior” elements to web pages is the basis of the ubiquity of JS. Many of these “behaviors” have been mentioned as:

• slides
• drop-down menus
• animations
• audio
• video
• show or hide information
• Zoom in/out
• display a timer or countdown
• gallery carousels on home pages and much more

JS is used every day, and we don’t even realize how often. For example, you’ve visited a site, clicked with your mouse, or the page has finished loading, then JS responds directly to those changes by performing certain functions. The same works with data entry on the site: JS allows you to check all required fields (name, address, e-mail) and, finally, the correctness of their filling (in the column where you need to write letters, the code will not allow to put a number).

It’s rather difficult to single out certain industries where JS is in demand because it is used in absolutely all spheres from business services to advertising and marketing. So now it is really impossible to imagine life without JS, because an analogue with such an elaborate system at the moment cannot be found, although we should not forget about the existence of Python, which is the easiest to use, but does not have such an extensive set of tools (e.g. script support by popular browsers, integration with page layout) as JS.

In recent years, Python has remained the favorite language of almost everyone who is just starting out in programming. The main reason for this is the simple syntax that makes Python easy to read, learn, and use.

It has open source code, extensive support modules, convenient data structures, and graphical interfaces for desktop applications. Unlike some other languages, it uses simple line breaks instead of symbols to define blocks of code. Python also helps speed up development with built-in classes and functions, as well as an extensive set of libraries that make writing code faster and easier. In addition, because the language is interpreted, it becomes possible to execute and test code immediately after it is written without an intermediate compression process.

The versatility of Python allows it to be used in a variety of industries. Quite often it can be found:

Depending on the intended use of the programming language, the choice will depend on either Python or JS.

Developers and researchers alike have divergent views on the choice of programming language: some believe that Python is much better because it has many libraries for scientific computing, data analytics, and machine learning, whereas JS does not. Moreover, Python supports many numeric data types, such as int, float, and fixed-point decimals, while JS works mostly with floating-point variables. In general, Python is considered to be the best language to accomplish tasks because the time spent is minimized, while JS will require much more time.

Others are more inclined to think that JS is much better for website development than Python for one simple reason: JS runs in the browser, while Python is a back-end server-side language. While Python is partially applicable to website development, you can’t use it separately as JS.

However, it’s safe to say that both of these languages will lead in the coming years for the simple reason that Python has both ease of learning and a huge number of libraries and breadth of use, while JS has frameworks for building applications and websites, which is essentially the only programming language for browsers. Python will dominate the world of machine learning, data science, and neural networks, and JavaScript will dominate the world of real-time web application development.

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Compared to last October, the rating also shows an increase in popularity of Assembler (from 17 to 10 place), Visual Basic (from 19 to 11 place), SQL (from 10 to 8 place), Go (from 14 to 12), MatLab (from 15 to 13), Fortran (from 37 to 18), Object Pascal (from 22 to 20), D (from 44 to 34), Lua (from 38 to 32). Perl (from 11 to 19 places), R (from 9 to 14), Ruby (from 13 to 16), PHP (from 8 to 9), Groovy (from 12 to 15), Swift (from 16 to 17) and Rust (from 25 to 26) declined in popularity.

As for other ratings on the popularity of programming languages, according to IEEE Spectrum rankings, Python is also in first place, followed by Java, C and C++. Next are JavaScript, C#, R and Go. IEEE Spectrum ranking is prepared by Institute of Electrical and Electronics Engineers (IEEE) and takes into account the combination of 12 metrics, obtained from 10 different sources (the method is based on the evaluation of search results for the query “{language_name} programming”, analysis of Twitter mentions, the number of new and active repositories in GitHub, the number of questions in Stack Overflow, mentions in the digital archive of journal articles and conference papers.

In the October PYPL ranking, which uses Google Trends, the top four for the year have not changed: Python takes first place, followed by Java, JavaScript, C#. The C/C++ language moved up to 5th place, displacing PHP on 6th place.

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The first place was retained by JavaScript. Next place went to Python, the third place is taken by Java. In fourth place went to TypeScript. Fifth place went to C#. Next are PHP, C++, C, Shell and Ruby. The composition of the top ten has remained unchanged since 2017, but PHP and Ruby, which were at the top of the list five years ago, continue to lose popularity.

As noted by ZDNet, before 2016 TypeScript is not among the top ten most popular programming languages on GitHub, but in 2018 it climbed to the seventh position, and in 2020 climbed three lines up, ahead of C#, PHP and C ++.

One of the creators of TypeScript Anders Heilsberg, a technical employee at Microsoft and the “father of C#,” admitted in a conversation with ZDNet that he had to sell the idea of open source to Microsoft executives in 2010, when the company, under Steve Ballmer, had a very negative attitude toward the Open Source community.

James Governor, co-founder of the analytics firm RedMonk, believes that TypeScript has been growing in popularity in recent years because the programming language meets the “type safety” needs of JavaScript developers. The rise in popularity on GitHub indicates that TypeScript will stay around for a long time, the expert believes.

The ZDNet publication says TypeScript has become popular with web developers who have an extensive JavaScript codebase. Among them are Slack, Airbnb and Bloomberg. Microsoft has also written its popular open-source cross-platform code editor Visual Studio Code in TypeScript.

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JavaScript stays on top

Many web developers recognize that JavaScript has flaws and difficult parts. However, it is still the most used programming language. In a Stack Overflow 2020 survey, 69.7% of 47,184 professional developers surveyed favored JavaScript.

It is clear that JavaScript is not perfect. Still, it has a rich ecosystem of frameworks, libraries, and other useful tools, as well as a huge community of JS developers. On top of that, there’s a technical committee working on ways to improve JavaScript. It turns out that for the foreseeable future it will be almost impossible to displace JavaScript from the leading positions in web development. Although TypeScript is likely to come close and become an even more attractive alternative.

TypeScript continues to conquer new heights

TypeScript is often called an improved version of JavaScript, and with good reason. TypeScript takes all the strengths of JavaScript (because it is compiled into JS) and combines them with its own powerful features, such as static typing, module and interface support, and so on. In addition, TypeScript is easier to learn and easier to maintain and debug. Stack Overflow survey participants ranked Typescript (67.1%) as their favorite programming language right after Rust (86.1%).

According to the latest report from GitHub, JavaScript is also currently the most popular language. But the report also shows that TypeScript has grown rapidly in popularity in recent years.

JavaScript frameworks

We are already used to seeing React, Angular, and Vue.js among the leading JavaScript frameworks. The State of Frontend 2020 report revealed nothing new about the preferences of the more than 4,500 professional frontend developers surveyed.

But if you look at which frameworks they want to continue using or learning for their future projects, you’ll find a new name in the top three.

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According to the State of the Octoverse 2020 report, the number of developers on GitHub will reach 100 million by 2025. Therefore, we can expect a significant increase in the number of open-source projects in the coming years.

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It is predicted that Node.js will remain in demand for many years to come, so one of the leaders in the field of web development prepared code examples using Suite widgets on the backend.

Because of COVID-19, remote working is becoming the new normal and many companies around the world have to create conditions to ensure optimal performance in a rapidly changing environment. As such, we can expect the demand for project management and collaborative remote working software to continue to grow. Therefore, major players in the IT industry will continue to develop modern JavaScript tools to create effective project management applications. For example, one of the leading web development companies has already announced new products expected this year: it is preparing to release a line of brand new Gantt charts written in pure React, Svelte, Vue.js, and Angular.

Medical institutions are having a tough time these days, and this company has developed new demos and templates to help them. The organizational chart demo is designed to visualize the management hierarchy of medical centers and manage nursing staff online. And the hospital management system template will help keep track of hospital beds or become part of a full-featured telemedicine application.

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