Mariam Gordiashvili
HR Project Manager
July 3, 2026
Modern work is changing faster than traditional employee evaluation processes. Let’s look at why Performance Review is increasingly relying on memories instead of facts and how Continuous Performance helps maintain the objectivity of personnel decisions.
Mariam Gordiashvili
HR Project Manager
Contents
- Introduction
- The approach to performance assessment itself needs to change
- What Continuous Performance Is and Why It Is Gaining Attention
- Why Project-Based Work Was the First to Expose the Limitations of Traditional Performance Reviews
- How to Redesign Performance Assessment Without Increasing HR's Workload
- What to Change in Review Questionnaires
- What Continuous Performance Needs to Deliver Real Value
- Conclusion
Just a few years ago, nearly the entire market conducted Performance Reviews once or twice a year. This approach worked as long as employees remained in the same role and handled a consistent set of responsibilities, allowing enough data to accumulate for an objective assessment.
Today, the situation has changed: a professional may contribute to several projects, work with different managers, move between teams, and regularly take on new challenges, especially in IT, consulting, construction, and other project-based fields. Yet at many companies, assessment systems have barely evolved: Performance Reviews are still conducted once or twice a year.
The more time that passes between completed work and feedback, the less an assessment relies on facts and the more it relies on memory. Managers are more likely to recall recent events, emotionally charged situations, or the most visible mistakes, while dozens of successfully completed tasks gradually fade from memory. In psychology, this effect is known as recency bias, the tendency to give disproportionate weight to recent events when making decisions.
According to Deloitte Global Human Capital Trends 2025, only 26% of organizations believe that their existing performance management system actually helps employees achieve better results, and less than half of employees believe they understand the company’s expectations for their work.
The approach to performance assessment needs to change
In an earlier article, we took an in-depth look at Continuous Performance and why this approach is becoming the new standard for employee performance management in 2026.
However, for some types of teams, continuous feedback is no longer a competitive advantage but an essential requirement for an objective assessment. Project teams are a prime example: traditional Performance Reviews first stopped reflecting employees’ actual work in these environments.
In this article, we explore why project teams were the first to push companies toward Continuous Performance, the problems that arise with traditional assessment, and how to redesign questionnaires, workflows, and processes so they reflect each employee’s real contribution to business results.
What Continuous Performance Is and Why It Is Gaining Attention
If you are already familiar with the principles of Continuous Performance, you can click here to go directly to the next section.
Continuous Performance is often mistakenly viewed as a replacement for Performance Reviews. In practice, it is not. Instead, it is a new approach to gathering information about employee performance.
Under the traditional model, a company collects most of its data once or twice a year. Continuous Performance works differently. Rather than relying on one major assessment, the company gradually collects small pieces of feedback throughout the year.
The final Performance Review remains in place, but it becomes more accurate because it is based on documented facts rather than memory.
Many large companies have already adopted this approach. For example, Adobe introduced regular Check-Ins, reducing voluntary turnover by more than 30% and easing the burden on managers. Accenture moved away from annual ratings in favor of regular feedback after key stages of work were completed.
The goal of Continuous Performance is not to increase the number of meetings or tighten oversight, but to shorten the time between completing work and receiving feedback.
| 🐌 Traditional Performance Review | 🚀 Continuous Performance |
|---|---|
| Assessment begins during one fixed period each year | Assessment begins after a significant event |
| 1–2 assessment cycles per year | Multiple brief feedback sessions |
| The manager recalls events from several months earlier | Feedback is provided as soon as the work is completed |
| The Performance Review is the primary source of information | The Performance Review becomes a summary of accumulated feedback |
| Focus on evaluating the past | Focus on development and adjusting future actions |
When information about employee performance is gathered continuously, the final assessment becomes more objective, and managers can make talent decisions based on the complete picture rather than isolated episodes.
Why Project-Based Work Was the First to Expose the Limitations of Traditional Performance Reviews
Over the course of a year, an employee may contribute to several projects, change teams, and work with different managers and clients. Their role may also vary, from lead expert to individual contributor. Project duration varies as well, ranging from two months to nearly a year.
This raises a question: when should such an employee be assessed? How can the process be designed so that meaningful accomplishments are not lost?
This is especially relevant for companies with many internal initiatives. At banks, for example, employees may contribute to several digital projects at once, while specialists at manufacturing companies may simultaneously lead multiple modernization programs or support different sites. In a single role, a person may effectively work on several project teams at the same time.
| 📉 Annual review conditions | ⛔️ Problems that arise |
|---|---|
| The project ended long ago | The manager remembers only general impressions, not specific results. |
| The team has disbanded | It becomes much harder to obtain high-quality feedback from colleagues. |
| The employee has moved through several projects | The final assessment is often based on the most recent assignments, while earlier achievements are overlooked. |
| Several managers have rotated through during the period | It is unclear who should assess the employee, and responses become more abstract. |
| The employee developed different competencies on different projects | The final assessment becomes too broad and offers little practical value for further development. |
This is why more organizations are shifting from “assess performance after a set period” to “provide feedback after a meaningful milestone.” And this does not apply only to negative feedback. The approach also helps companies recognize employees’ strengths much sooner.
We tend to think of a Performance Review as an event that takes place once or twice a year. But employees develop continuously, regardless of the calendar. If we wait six months to discuss everything at once, we inevitably lose some information and, with it, some of the assessment’s value.
Sergey Andreev, founder of Appraise
How to Redesign Performance Assessment Without Increasing HR's Workload
After learning about Continuous Performance, many HR leaders naturally ask: if assessments become more frequent, will this create an endless stream of questionnaires, meetings, and approvals?
Companies that implement Continuous Performance generally do not increase the number of full Performance Reviews. Instead, they establish several levels of feedback. The assessment workflow should match the scale of the event: the smaller the event, the simpler the format.
For example, launching a 360-degree assessment after every project would be excessive, but postponing the conversation until year-end is ineffective. A better option is to gather a few brief comments as soon as the work is completed. These comments then become part of the employee’s development roadmap.
Top level. Full Performance Review
Conducted 1–2 times a year. Used to discuss the employee’s overall progress, career development, revised goals, and talent decisions.
Intermediate level. Assessment after a major project
Captures the employee’s contribution, highlights demonstrated competencies, identifies growth opportunities, and preserves feedback while project participants still remember their work together clearly.
Foundation level. Brief feedback after a significant event
A few questions for the manager, colleagues, or employee. This assessment takes only a few minutes but preserves important observations that would otherwise be lost.
While a traditional Performance Review generally asks, “What results did the employee achieve during the review period?” Continuous Performance helps answer, “What just happened, and how can this experience inform what comes next?”
That is why brief, timely feedback is significantly more useful than a lengthy questionnaire completed several months after a project ends.
Which Assessment Workflow Should You Choose?
| Event | Brief feedback is sufficient | A full Performance Review is needed |
|---|---|---|
| Completion of a small project | ✓ | × |
| Release of a new product version | ✓ | × |
| Completion of quarterly goals | ✓ | × |
| End of the probationary period | ✓ | × |
| Completion of a strategic project | × | ✓ |
| Annual development discussion | × | ✓ |
| Role or job level review | × | ✓ |
This approach addresses two needs at once:
- Employees receive feedback when it can genuinely help them improve their work on the next project, rather than merely documenting mistakes that have already been made.
- By the time of the annual Performance Review, the manager does not have to reconstruct the events of the previous several months because most of the information has already been collected and organized.
This is why companies that implement Continuous Performance gradually come to view the Performance Review not as a standalone process, but as the outcome of consistent, ongoing work with employee performance data.
What to Change in Review Questionnaires
Changing only the frequency of assessments is not enough. If a company continues using the same questionnaires designed for annual Performance Reviews, most of the benefits of Continuous Performance will simply disappear.
The main problem with traditional questionnaires is that they take respondents too long to complete because they contain too many broad questions. Post-project questionnaires should be brief, and every question should relate to a specific action.
| 🙅♀️ Instead of asking... | 💬 Ask this instead: |
|---|---|
| To what extent does the employee demonstrate leadership? | What actions by the employee helped the team achieve results faster? |
| How effectively does the employee collaborate with colleagues? | What specifically supported effective collaboration on this project? |
| What employee strengths would you highlight? | Which competencies did the employee demonstrate most clearly during the project? |
| What development opportunities do you see? | What should the employee try changing on the very next project? |
This not only makes the manager’s task easier because the question invites a concise, focused response, but also provides far more value to the employee. Instead of abstract advice to “improve communication,” the employee receives specific recommendations based on a recently completed project and familiar workplace situations.
The more closely a question reflects the employee’s actual work, the more likely it is to produce objective, useful feedback.
What Continuous Performance Needs to Deliver Real Value
Previously the HR team conducted 1–2 reviews per year, but now there are many smaller scenarios. Feedback is becoming more frequent, and it needs to be stored in a format suitable for future use.
At first, teams often try to manage the process manually — through spreadsheets, forms, messengers or documents. But this system quickly stops scaling: managers forget to submit their feedback, HR has to send reminders, collect data from different sources and consolidate it in one place. Six months later, the necessary information is almost impossible to find, and the annual Performance Review once again comes down to discussing what people remember.
Continuous Performance is not just a new methodology but a new infrastructure for managing with employee feedback. For the approach to work, it is important not simply to hold more frequent meetings or launch surveys, but to connect all elements of the review into one continuous employee development story.
What a Modern Continuous Performance System Should Include
| 🏢 If a company wants to... | 🤖 The system needs to... |
|---|---|
| Retain feedback after projects | Automatically launch an assessment after selected events |
| Track employee progress | Store the complete history in the employee's profile |
| Gather perspectives from different participants | Support assessments by managers, colleagues, mentors, and internal clients |
| Develop employees, not merely assess them | Connect assessment results with competencies, goals, and individual development plans |
| Avoid increasing HR's workload | Automate launches, reminders, and results collection |
Appraise: A Performance Management Platform
Conclusion
In recent years, not only have employee assessment systems evolved, but the way work itself is organized has changed as well: more companies are adopting project-based models, assembling temporary teams, reassigning roles more frequently, and expecting employees to adapt quickly to new responsibilities. In this environment, an annual Performance Review can no longer serve as the sole source of data on employee performance.
Continuous Performance is therefore a natural evolution of the assessment system. It does not replace Performance Reviews or require companies to abandon familiar processes. On the contrary, it makes the final assessment more objective by gathering feedback promptly, when it is most accurate and useful.
For HR teams, this means moving from one-time campaigns to an ongoing practice of working with employee development data. Managers can make decisions based on facts rather than memories. Employees receive timely feedback they can apply to their very next project instead of waiting six months.
Share
