I recently posted something explaining the varied applications of machine learning in the workplace. But today, I decided to bring it home by showing you how you have already benefited from machine learning.

In the digital age, smartphones have become an integral part of our daily lives. From communication to entertainment, navigation to productivity, we rely on mobile applications for nearly every aspect of our routine. What many people might not realize is that machine learning, a subset of artificial intelligence, plays a pivotal role in the development of most mobile apps.

As we have noted before, Machine learning is a field of artificial intelligence that focuses on creating algorithms and models that enable computers to learn and make predictions or decisions based on data.

Now, let me show you how machine learning has been shaping your user experience across some mobile applications you use every day.

Personalized Recommendations

Apps like Netflix, Spotify, and Amazon use machine learning to analyze past interactions, preferences, and behaviors to suggest content or products you will likely enjoy. These recommendations are what keep you engaged and coming back for more. For instance, if you have a history of searching and watching romantic movies, crime thrillers, or reality shows, the app will make recommendations based on that data.

Speech Recognition

Next time you ask Siri to put your mobile phone in Flight mode or set an alarm for the next hour, remember that Machine learning is at work again. Voice assistants like Siri, Google Assistant, and Bixby rely heavily on natural language processing (NLP) techniques, a subset of machine learning, to understand and respond to your voice commands accurately.

Image and Video Recognition

Apps like Instagram, Snapchat, and TikTok utilize machine learning to recognize and filter content, identify objects in photos, and apply augmented reality (AR) effects to enhance user experiences. You probably know this better than I can explain already.

Fraud Detection and Security

Mobile banking and payment apps employ machine learning to detect fraudulent activities by analyzing transaction patterns, login behavior, and user location data. This ensures the security of your financial information. Try logging into your Google account from another device and location and share your experience. The machine learning will trigger a security flag that will require you to provide answers to security questions, OTPs, and the like before granting you access.

Predictive Text and Autocorrect

Your keyboard app, whether the default on your phone or a third-party alternative, uses machine learning to predict the next word or phrase you’re likely to type. This is not necessarily based on what you are typing but on what you have typed in the past. So if you commonly type “What’s up with you?” when chatting with friends, the keyboard will suggest the words in that other the next time you type what. This makes texting faster and more convenient.

Health and Fitness Tracking

Apps like Fitbit and MyFitnessPal utilize machine learning to analyze your activity data and provide insights into your health and fitness goals. These apps can even detect potential health issues based on your data. Even for women, some applications can predict critical dates in their next menstrual cycle using the data supplied over a few months.

Language Translation

Travel apps like Google Translate use machine learning to provide real-time language translation, making communication more accessible in a foreign country.

Social Media Content Ranking

Social networking apps like Facebook, Instagram, and Twitter employ machine learning algorithms to determine the content on your feed, prioritizing posts from friends and accounts you engage with the most. That is why you gradually stop seeing some friend’s posts if you fail to engage with them over time. The model takes your interaction data and concludes that you may no longer be friends.

Traffic and Navigation

Apps like Google Maps and Waze use machine learning to analyze real-time traffic data and provide the fastest route to your destination, helping you avoid traffic jams and save time.

Virtual Try-On

Many e-commerce apps offer virtual try-on features that use machine learning to simulate how products like clothing, makeup, or eyewear would look on you, enhancing the online shopping experience.

Concluding words

I said all this to say that machine learning has been with us for a while now, and we have been enjoying its benefits already. From enhancing personalization to improving security and simplifying everyday tasks, machine learning algorithms have become the driving force behind the success of countless mobile applications. And I can say that your mobile phone would not be of much use to you but for the machine learning features at play in the applications.

As technology advances, we can expect even more innovative and intuitive mobile experiences, all thanks to the power of machine learning. So, the next time you use your favorite app, remember that there’s a good chance that machine learning played a significant role in making it as user-friendly and effective as it is today.

For a long time, the ESG goals, particularly environmental and sustainability initiatives, have been made to appear like a simple situation of giving back to society. So, companies can spend millions and billions of naira (or dollars) on these initiatives without being able to explain to their stakeholders how it affects the bottom line. What I think has been the impact of these is that the company staff and stakeholders have begun to treat these projects like some charity initiative.

However, what I have come to observe is that Environmental, Sustainability, and Governance (ESG) goals and initiatives are no longer just ethical considerations. They are now recognized as influential drivers of a company’s financial performance. So, it’s not just about being nice and spending some of your profit to help society. These things affect the performance of the business. Here’s how.

Risk Mitigation

ESG initiatives help companies identify and mitigate risks associated with environmental, social, and governance factors. For example, a company (like Tesla) that reduces its carbon footprint is less vulnerable to future carbon taxes or regulations, which could result in significant cost savings. Similarly, strong governance practices can help prevent legal and compliance issues, reducing the financial impact of fines and legal battles on the business.

Cost Reduction

Many ESG initiatives, such as energy efficiency measures and waste reduction programs, can directly reduce operational costs. For instance, transitioning to renewable energy sources can lower energy expenses, and implementing sustainable supply chain practices can minimize waste and resource consumption. These cost savings can directly enhance a company’s profitability, given the expense reduction.

Revenue Growth

ESG initiatives can also drive revenue growth. As consumers become more conscious of sustainability and ethics, they may support and stick with companies that align with their values. This can increase sales and market share for businesses committed to ESG principles. Additionally, companies that develop innovative sustainable products or services may tap into new market segments.

Access to Capital

Investors are increasingly considering ESG factors when making investment decisions. Companies with strong ESG performance may find it easier to attract investment capital, often at more favorable terms. Conversely, companies with poor ESG records may face higher borrowing costs or difficulty accessing capital markets. This is particularly true for corporate governance. You may be less likely to attract investment funds or loans if you do not have a balanced governance structure or do not adhere to laid down corporate governance guidelines. Typically, the owners of these funds do not wish to take more risks than necessary.

Employee Attraction and Retention

Companies that prioritize ESG goals tend to be more attractive to top talent. Employees are increasingly seeking employers who share their values and provide a sense of purpose. Lower turnover and higher employee satisfaction can reduce recruitment and training costs, positively affecting a company’s bottom line.

Brand Reputation

This is the most obvious of all. A positive ESG reputation can enhance a company’s brand and customer loyalty. Companies committed to sustainability and social responsibility may command premium prices for their products and services, leading to higher profit margins. If consumers can see that, beyond making a profit, the company also cares for the sustainability of the environment and society in which it operates, it can enhance brand loyalty.

Long-Term Resilience

ESG initiatives encourage companies to think long-term and plan for future challenges. This can make a company more resilient in environmental, social, or governance disruptions. By investing in sustainable practices and responsible governance, a company can better weather crises and adapt to changing market conditions.

Regulatory Compliance

Governments and regulatory bodies are increasingly imposing ESG-related requirements. Companies that proactively address these requirements are less likely to incur fines or penalties, reducing the financial impact of non-compliance.

Supply Chain Stability

ESG initiatives focusing on supply chain transparency and resilience can reduce the risk of supply disruptions due to environmental or social factors. A stable supply chain is critical for maintaining production and sales, which can affect a company’s financial performance.

In conclusion

I have said all these to say that ESG goals and initiatives are not just about society; they also help the company’s finances. Undoubtedly, the world is becoming increasingly ESG-conscious. While the immediate financial benefits may not always be evident for the business, the long-term advantages in risk management, cost reduction, revenue growth, and access to capital can significantly contribute to a company’s overall profitability and sustainability.

Companies that embrace ESG as an integral part of their strategy are better positioned to thrive in the evolving business landscape. No matter the size of your business, you must take them seriously if you are in for the long haul. It may be as simple as working on the drainage system in the community where your business is located, giving out scholarships annually, or aligning your production ethics with one of the SDGs. The point is that you should not just be on a profiteering drive at the expense of the ESGs.