A New Alternative to 360-Degree Feedback Technology Will Redefine Talent Development with Human Goodwill

The Role and Limits of 360-Degree Feedback

For many years, companies have relied on 360-degree feedback as a key method of talent assessment. Originally, it was designed to ensure fairness in performance evaluation, prevent the abuse of managerial authority, and provide employees with multi-faceted opportunities for improvement and growth. For HR departments, it has often been regarded as the most objective system available.

However, 360-degree feedback is not without its flaws.

No matter how carefully questions are designed,
No matter how much rater training is provided,

The influence of People Bias — the unconscious perceptions and values embedded in the organization — can never be fully removed. Popularity or likability often outweighs actual performance. HR professionals are aware of these issues, yet they continue to rely on 360-degree feedback because no better alternative has been found.

The Idea of Human Goodwill

But what if trust and reputation inside organizations could be measured the same way accountants measure Goodwill on a balance sheet?

At first, this may sound like a dream. Yet with AI, it may soon become possible to visualize Human Goodwill. In fact, this is exactly what 360-degree feedback was supposed to capture in the first place.

The Human Balance Sheet Model

This concept comes from applying balance sheet logic to people.

Equity (Capital) = education, personality, gender, nationality, family background, personal networks, health
Liabilities (Debt) = time spent on work (short-term), time spent on training (long-term)
Assets = knowledge, skills, professional experience, business achievements, certifications, competencies — and most importantly, Goodwill

Coaching and feedback, based on a principle, should aim to enhance the productivity of these assets to help achieve business objectives.

What is Human Goodwill?

In accounting, Goodwill represents intangible value beyond tangible assets-a brand, reputation, and trust.

In organizations, Human Goodwill can be defined as:

“The intangible value an individual creates within an organization is built through trust, credibility, relationships, engagement, and cultural alignment. Like financial goodwill, it requires continuous reinvestment and naturally amortizes if neglected.”

Key Characteristics

Byproduct of time and effort: built through sustained contributions, not quick wins.
Intangible but observable: seen in trust, reputation, and influence.
Amortizable: declines if not renewed.
Compounding: small actions accumulate into long-term assets, though value may be written down if time passes or conditions change.

In this sense, Human Goodwill is fluid, renewable, and equivalent to an individual’s brand inside the organization. Its fair formation is also closely aligned with the true goals of EDI (Equity, Diversity, Inclusion). In this model, most EDI-related factors are treated as Equity, while AI can remove impediments that prevent individuals from building goodwill. By doing so, organizations can achieve true EDI.

Technology Will Make the Dream Real

The building blocks already exist:

HRIS: records skills, working hours, and training history
Collaboration tools: visualize relationships and influence
AI: detects levels of trust and identifies bias in language and behavior
Accounting logic: provides models for goodwill amortization

By combining these, AI can generate a Human Goodwill Index.

Traditional 360-degree feedback relies heavily on the relationship between raters and ratees and often produces inconsistent results. A goodwill index, however, can make it visible why goodwill increases or decreases, creating data that is far more useful for long-term talent development.

The Near Future

Some large enterprises are already experimenting with AI to analyze trust scores and network influence.
Within 3–5 years, leading firms may adopt Human Goodwill as an alternative to 360-degree feedback.
Within 10 years, Human Goodwill could become the new standard linking compensation, evaluation, and talent management.

Of course, even with AI, the final judgment must remain human. AI provides transparency and objectivity; humans must provide meaning and direction.

The key question is: What will your company define as Human Goodwill? Answering this will add a new perspective that immediately enhances the effectiveness of coaching and feedback today.

Conclusion

“Technology will transform talent development. By measuring, renewing, and sustaining Human Goodwill, what once seemed like a dream — fair, continuous, and human-centered evaluation — will soon become reality.”

This is one vision of Human-Centric Transformation as defined by Errand Consulting.

360度評価に代わる新しい考え方

テクノロジーが変える人材開発の新基準 ― Human Goodwill

(Originally posted on LinkedIn on 2021-09-24)

About Errand Consulting

Errand Consulting explores organizational transformation
through the ERR& Philosophy.

Learn more → www.hrfd3.com

360度評価の役割と限界

企業は長年、360度フィードバックを人材評価の手法として活用してきました。もともとは人事考課の公正性を担保し、人事権の濫用を防ぐとともに、社員の改善機会を多面的に可視化して成長につなげることを目的に導入されました。特に人事部門にとっては、360度評価以上に客観性を担保できるシステムは存在しないと考えられてきました。

しかし360度評価は完璧ではありません。どんなに質問項目を工夫しても、どんなに評価者をトレーニングしても、**People Bias（人のバイアス）**の影響を完全に排除することはできません。人気や好感度が成果よりも重視される傾向もあり、人事部門もこの限界を理解しながら「代替手段がない」ために使い続けているのが現状です。

Human Goodwill という発想

ではもし、会計上の「のれん（Goodwill）」のように、組織内の信頼や評判を資産として測定できるとしたらどうでしょうか。

一見すると「夢物語」に思えます。しかしAIを活用すれば、組織における Human Goodwill（人的のれん） を可視化できる未来はそう遠くありません。言い換えれば、これこそが本来360度評価が可視化すべきだったものなのです。

Human Balance Sheet モデル

この考え方は「人間にもバランスシートを作れるのではないか」という発想から生まれました。

資本（Equity）＝学歴・性格・性別・国籍・家族・人的ネットワーク・健康状態
負債（Liabilities）＝仕事に費やす時間（短期）・トレーニングに費やす時間（長期）
資産（Assets）＝知識・スキル・職務経験・業績・資格・コンピテンシー、そして Goodwill

コーチングやフィードバックは本来、この資産部分の生産性を高め、事業目標の達成を促すために行うべきなのです。

Human Goodwill の定義と特徴

会計上の Goodwill（のれん）は、ブランド・評判・信頼といった有形資産以上の価値を意味します。

Human Goodwill（人的のれん） は：「個人が組織内で生み出す無形の価値。信頼、信用、関係性、エンゲージメント、文化的適合によって築かれる。継続的な再投資を必要とし、放置すれば自然に減価していく。」

特徴

時間と努力の産物：瞬間的な成果ではなく、持続的な貢献によって形成される。
無形だが観察可能：信頼・評判・影響力として現れる。
減価償却される：更新しなければ価値が減少する。
複利で積み上がる：小さな行動が積み重なり、長期的資産へと成長する。

つまり Human Goodwill は「組織における個人ブランド」 であり、その形成こそが EDI（Equity, Diversity, Inclusion） の本来の目的に近いのではないでしょうか。このモデルではEDIの多くの要素はEquityで扱い、Goodwillの形成を妨げる要因をAIで取り除くことで、組織は真のEDIを実現できると考えます。