fb-pixel
Gain actionable insights about IT Salaries and Trends in Poland 2024.
The demand for skilled IT professionals remains on the rise. Our comprehensive report provides a detailed analysis of the IT job market in Poland, offering valuable insights into the market dynamics.

What will you find in the report?
  • The expanding scope of the IT market in Poland
  • Latest salary trends for IT roles, covering employment types and benefits
  • The demand for skilled professionals in IT roles
I agree to receive updates & other promotional information from Devs Data LLC and understand that I can withdraw at any time. Privacy Policy
Check circle
Thanks for subscribing.
Your gift is on the way.
check icon Link copied

Use Case: Investment Opportunities Discovery with AI

A system we built uses AI algorithms – Document Classification, Named Entity Recognition, to name a few – to spot certain changes on the market without human intervention.

bookmark

Use case

Challenge

Information sourcing and research is a common problem for many companies out there.
Obtaining useful information about market opportunities from huge amounts of data require vast resources, both in terms of time and funds.
The good news is there is the AI-based technology that is able to perform some parts automatically, and therefore improve the efficiency of the whole process.

Solution

Detecting Company Management Structure Changes
Let’s focus on a particular, real-life example.
An investor needed information about changes in the management structure of companies in NYSE. Before leveraging the AI solution, he employed a dedicated team of research analysts traversing thousands of web articles, tweets and social media posts looking for recent changes in the structure of the companies.

1. Collect the data from the online and local sources

The first step we need to do is to aggregate data from the valuable sources. So far, our client’s analysts read online business newspapers and monitored selected Twitter accounts looking for structural change information.
Our system has entirely automated that work by scraping newspapers and tweets, producing a steady feed of information ready to use by the analysts, putting the information in one place.’

2. Filter out the irrelevant materials

As the next stage in the pipeline, our state-of-the-art AI text classification algorithms precisely filter out all the irrelevant materials, basing their judgment on the context and actual meaning of the text.

3. Extract knowledge from text

We’ve already managed to save a lot of time by showing only the most valuable information.
However, there’s still a lot of work to do. Working on raw documents is quite difficult. We need to extract the information that the client needs.
And AI can help us in that as well!
Data scientists call this technique named entity extraction. It identifies important information to the investor in the text, based on given criteria. In this case, we extract the company name, position, and the reason, and put it in a table row that we can use later.
At this point, it can be exported into JSON or CSV.

Do you have IT recruitment needs?

🎧 Schedule a meeting

4. Generate insights and find correlations in the data

You probably know that the computer is great in processing tabular data, like Excel tables or databases. We call this type of information structured data.
The AI now further processes this data by:

  • prioritizing the most important structural change instances
  • filtering out based on certain criteria (e.g. companies outside a geographical region)
  • finding patterns and correlations in data
  • using the collected information to predict other changes in the market and stock movements (generate insights)

5. Generate a human-sounding, readable report

Our investor needs human-like, readable reports that he/she can easily relate to and quickly find important information.
Thanks to another technology called the Natural Language Generation (NLG), the artificial intelligence can generate human-sounding reports and summaries.
And we’re going to leverage this new machine skill to help our investor.
Our last step is to turn the raw table into an executive summary that the client can use to guide their further decisions.

Integrating all that goodness from investment opportunities discovery into the corporate workflow

We’ve made the NLP technology very accessible.
Depending on your needs, you can either:

  • plug it into your infrastructure using our microservice-based API
  • use it as a standalone cloud-based application, importing and exporting the data in popular formats, like Excel,
    CSV, or Word.

Please visit our home page to find out about more AI and Big Data solutions that
we designed.

Any questions or comments? Let me know on Twitter/X.

Discover how IT recruitment and staffing can address your talent needs. Explore trending regions like Poland, Portugal, Mexico, Brazil and more.

🗓️ Schedule a consultation

Tom Potanski Managing Director

Passionate and experienced technology leader. Combining business and technology, helping American clients find exceptional technical talent in Europe and Latin America.


virtual assistanceFrequently asked questions (FAQ)

DevsData – a premium technology partner

DevsData is a boutique tech recruitment and software agency. Develop your software project with veteran engineers or scale up an in-house tech team with developers with relevant industry experience.

Free consultation with a software expert

🎧 Schedule a meeting

bloomberg
usa today
Reviewed on

“DevsData LLC is truly exceptional – their backend developers are some of the best I’ve ever worked with.”

Nicholas

Nicholas Johnson

Mentor at YC,
Ex-Tesla engineer,
Serial entrepreneur

Read these next

background
calendar icon
Got a project idea, or IT recruitment needs?
Schedule a call
with our team
  • check icon Our veteran developers can help you build your project.
  • check icon Explore the benefits of technology recruitment and tailor-made software.
  • check icon Learn how to source skilled and experienced software developers.
Schedule a call
TRUSTED BY
Varner Cubus Skycatch Novartis
Enlarged Image

I agree to and accept that DevsData LLC will provide better user experience by collecting, analyzing and cataloging information about Internet electronic addresses that I have connected with my devices and about the type of my devices (such as the type and version of software) as well as by making automatic decisions (not involving sensitive data). The agreement applies for the legally binding period, or until either the user or DevsData LLC withdraws from the agreement. Withdrawing from the agreement will result in removing the user's data. Please see our privacy policy.

We use cookies to provide the best experience for you. >More about cookie policyarrow

Book a call with our team

For software development projects, minimum engagement is $15,000.

whatsapp
Prefer email?
Quote mark

Best back-end engineers I've ever worked with...​

“I interviewed about a dozen different firms. DevsData LLC is truly exceptional – their backend developers are some of the best I’ve ever worked with. I’ve worked with a lot of very well-qualified developers, locally in San Francisco, and remotely, so that is not a compliment I offer lightly. I appreciate their depth of knowledge and their ability to get things done quickly. “

Avatar

Nicholas Johnson

CEO of Orange Charger LLC,

Ex-Tesla Engineer,

Mentor at YCombinator

Success

Thank you


We'll get back to you within 1 business day.