Articles
Artificial Intelligence in HR is currently one of the most discussed topics in the workplace. Almost every organisation is exploring AI in recruitment, talent management, workforce analytics, employee documentation, performance management, and HR technology. However, before an organisation starts its AI journey, it needs to understand something fundamental. AI in HR is not the same as implementing a new HRMS, payroll system, or technology platform. It is not simply another software purchase. It is not merely a technology product that can be evaluated, procured, and deployed like any other business application.
In order to then finally be able to ensure that a Ai system can fulfil the criteria and be seen adding value to the ecosystem, the HR Ai framework is conceptualised. An HR AI system can be evaluated on eight dimensions, that is, Consistency, Repeatability, Accuracy, Interpretation, Memory, Capacity, Hallucination, and Bias. Together, when a Ai system is measured and tested on these 8 parameters it will give a good score to be able to predict and measure the performance of any Ai system in the domain of HR. These dimensions determine whether the Ai can be trusted to support people related decisions, and they provide a objective measure for any organisation to decide which Ai and which use case to embed into the organisation using Ai
As the Ai wave is covering various aspects of our work life, and business process after business process get covered, it is matter of time before human resources function also has Ai embedded into it processes. So, if you are planning to introduce or have already introduced Ai in HR processes, this article is a must read. This paper covers, Implementation plan, Legal aspects to keep in mind, Points to remember, HR Ai Reliability Framework. First and foremost, we need to be clear about what you will use Ai for, that is, For Recruitment. It means, you could possibly use Ai to assist in resume screening, candidate interviewing, analyzing content of interviews, for making shortlisting decisions, for conducting various kinds of test, irrespective whether they are technical or behavioral or for making the final hiring decision based on all the data and information provided, even if that decision is just saying a yes or a no, and the final call is taken by the HR practitioner.
What Is HR? A Simple Definition That Most Organisations Make More Complicated Than It Needs To Be. Ask ten HR professionals what Human Resources is supposed to do and you are likely to get ten different answers. Some will talk about people. Some will talk about culture. Some will talk about talent. Some will talk about engagement, organisational development, learning, succession planning, performance management, leadership development, employee experience, or workforce planning. None of these answers are necessarily wrong.
Office politics is one of those subjects that most people speak about with discomfort. In many organisations, the moment someone says “there is too much politics here”, the assumption is that something is wrong with the workplace. Employees use the phrase when they feel opportunities are not coming their way. Managers use it when decisions do not happen in the way they expected. Leaders use it when they feel too many people are trying to influence outcomes. But the truth is that office politics is not an abnormal condition. It is not something that appears only in badly run organisations. It is not something that can be removed by giving a speech, writing a policy, or telling people to “focus only on work”.
There is a workplace problem that many organisations do not see clearly because it does not always come as a formal complaint, a resignation, or a visible conflict. It sits quietly inside teams. People continue to come to work, attend meetings, respond to emails, and complete some tasks, but somewhere inside they have stopped contributing with intent. They are no longer thinking about how to grow in the organisation. They are no longer trying to add value. They are only passing time until they find another opportunity outside. That is why this is not only a people issue. It is a hidden performance problem. I am using the word harassment here in a broader practical sense, not only in the strictly legal sense. I am referring to situations where people feel they are not being allowed to flourish, grow, stay meaningfully, contribute, or think inside the organisation.
The question of what is an appropriate salary looks very simple at first. Every organisation pays salary. Every employee receives salary. Every HR function has some method of deciding salary. Most organisations believe that because they have benchmarking data, market studies, percentile ranges and compensation ratios, they already know how to define appropriate salary. But the reality is more complex. Salary is not just a number. Salary is not just a monthly payout. Salary is not only a budget item. Salary is one of the most important decisions an organisation makes because it impacts the organisation and the employee at the same time. For the organisation, salary affects budget. It affects whether the organisation can get people to deliver work. It affects whether people work with commitment and passion, or whether they slowly become demotivated. For the employee, salary is connected with life goals. It helps the employee live the life they want to live. This is why salary cannot be treated only as a compensation administration exercise. It has to be treated as a serious HR and business decision.
Employee retention has always been one of the most difficult problems for organisations. It was a problem earlier, it is a problem today, and it will continue to be a major problem in the future. The real question for leaders is not whether retention matters. The real question is: how do we retain the people we actually want to retain, so that the organisation can achieve the objectives it wants to achieve? What is interesting is that the basic concepts behind retention have not really changed. Organisations still talk about security, loyalty, growth, exposure, compensation, benefits and recognition. These ideas have existed for a long time. What has changed is not the concept. What has changed is the definition of the concept. That is where most organisations struggle. They continue to use old words, but employees are hearing them in a new way.
Mandeep Singh examines the most serious implications of the Information Technology Act for HR practitioners, focusing on penalties, misconduct, and negligence in a digital workplace. He explains how common workplace actions such as accessing a colleague’s system without authorisation, deleting organisational data before exit, impersonation through shared credentials, misuse of passwords or digital signatures, and non‑consensual photography during official events can move beyond internal misconduct and become statutory violations under law. Mandeep stresses that HR policies must clearly communicate that certain behaviours are not only violations of company rules but also carry legal consequences. He also addresses privacy‑related issues in digital communication and identity, explaining why preventive policies, training, and enforcement are essential. The episode then explains the legal concept of negligence, distinguishing it from genuine mistakes. Negligence, he clarifies, arises from the absence of systems, controls, and safeguards, and can result in compensation liability. The discussion concludes with a clear message: building a culture of technology compliance, enforcing policies, and ensuring accountability is fundamentally an HR responsibility, not merely an IT function."
Mandeep Singh discusses a simple but powerful HR best practice with significant legal implications: collecting and formally recording an employee’s authorised personal email address. He explains why HR teams already maintain personal contact details, including permanent addresses, for situations such as absconding, issuing reminders, serving notices, processing exits, sending full and final settlements, and issuing Form 16. Mandeep highlights the risk of relying on job application email addresses, particularly after employees exit the organisation. The episode introduces the concept of taking a clear declaration from employees specifying the personal email address on which official electronic communication can be sent. Once such an address is declared, any communication sent to it can be treated as duly served, eliminating disputes around notice delivery, acknowledgements, and physical signatures. Mandeep also discusses practical limitations of this approach, explaining why it may not be suitable for certain categories of employees. When implemented correctly, this practice strengthens HR governance, simplifies compliance, and protects organisations during exits, disputes, and disciplinary actions."
Many capable, experienced candidates are not getting selected not because of skill gaps, but because of how they show up in interviews. At the leadership level, hiring decisions are no longer based on competence alone. They’re shaped by clarity, mindset, communication, and intent.
As workplaces continue to move towards digital systems, the concept of digital records has become increasingly important. Most HR processes today involve handling documents electronically, whether it is employee records, certificates, or other forms of documentation. While digital records are now widely accepted, it is important to understand what exactly qualifies as a digital record under the Information Technology Act.
As HR practitioners, we are now operating in a workplace that is increasingly digital. Processes that were once paper-based, such as employment documentation, agreements, and approvals, are now handled electronically. One of the key elements that enables this shift is the concept of digital signatures.
Before moving into application and decision-making, it is important to spend time on some of the definitions under the Information Technology Act. These are terms that are easy to overlook because they appear simple, but they carry practical implications for how HR works with technology in the workplace.
We have been discussing the concept of the digital workplace and the accountability that comes with it. While earlier conversations focused on data protection, this part of the discussion shifts attention to technology itself and, more importantly, to why Human Resources has a direct role in it.
In today’s workplace, technology is no longer a background enabler of HR processes. Emails, HR systems, collaboration tools, messaging platforms, access controls, biometric attendance devices, and electronic records sit at the centre of how employees work and how HR manages people.
In most organisations, data security is something we instinctively associate with technology teams. We assume that if firewalls are in place, passwords are strong, and systems are secured, then data protection is being handled. But from a HR practitioner’s perspective, this assumption is incomplete.
A two part practitioner playbook that translates India’s data protection and digital workplace laws into day to day HR actions. What HR must change in recruitment, employee lifecycle processes, workplace technology use, communications, investigations, and record keeping.
When Employees Start Asking Questions, is HR Ready With Real Answers? In the previous article, we spoke about judgement, that is when HR can legitimately use personal data, and when it must stop and ask for consent. This article goes one step further.
When Can HR Use Personal Data and When Should It Stop? In the first article, we spoke about why digital HR is less about technology and more about responsibility. We clarified why HR sits at the centre of personal data decisions in a digital workplace. This article moves a step further and this is where things start getting uncomfortable.
This report is written for HR practitioners who are increasingly finding themselves at the centre of difficult conversations around What personal data do we actually hold? Why are we holding it? Who has access to it today? And if an employee or candidate were to ask these questions, could HR answer them clearly and confidently?
When we talk about digital HR, most conversations immediately move towards technology, HRMS platforms, automation, dashboards, AI tools. Somewhere along the line, digital HR has become shorthand for HR tech. But that framing misses the real issue. The digital workplace is not primarily a technology shift. It is a responsibility shift and HR is at the centre of it. The reason is simple. The employment relationship is built on personal data. From the moment a candidate shares a resume, through years of employment, and even after separation, a significant part of what HR does involves collecting, using, storing, generating, and sharing personal information. In a digital workplace, almost all of this happens through systems and platforms.
Once organisations understand why an HR technology and people systems centre of excellence is required and what it is expected to deliver, the final piece is identifying the kind of capability required to lead this function. This role demands a rare combination of deep HR expertise and strong technology understanding.
As organisations begin to recognise the need for an HR technology and people systems centre of excellence, the next critical question is what this role is actually expected to deliver. This is not an abstract strategy role; it is an execution‑heavy leadership role with clearly defined outcomes.
The human resource function is undergoing rapid transformation driven by technology, automation, and artificial intelligence. As these changes accelerate, organisations must rethink how HR systems, processes, and decision‑making are designed and governed.
As organisations increasingly automate HR processes and adopt AI-enabled people systems, a critical leadership role is emerging, one that ensures human judgment, ethics, process discipline, and accountability remain deliberately designed, not accidentally assumed. This role may be titled differently depending on organisational maturity such as, Head – HR Technology & Digital HR, HR Technology & People Analytics Leader, or Director – HR Tech, AI & People Systems. Regardless of nomenclature, the intent remains consistent, owning how HR decisions are designed, governed, and enabled through technology.
After understanding wage and permissible deductions, the next critical requirement for HR and payroll teams is applying the correct formulas. These formulas govern how statutory benefits and recoveries are calculated and ensure that payroll practices remain legally defensible.
Once wages are calculated, the next critical step is understanding what deductions can legally be made from an employee’s pay. Deductions are not a matter of organisational discretion alone; they are tightly governed by statutory principles.
Once wage has been correctly defined, the next critical step is ensuring that pay is administered in compliance with statutory timelines and sound HR practices. Errors in payment timing, method, or alignment with attendance can expose organisations to significant compliance and credibility risks.
The definition of wage is one of the most significant changes introduced by the new labour codes. Unlike earlier practices where different laws used different bases, wage is now uniformly defined across all labour codes, bringing clarity and consistency to statutory calculations.
