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When OEI Data Tells More Than One Story: How to Read Contradictions in Organizational Diagnosis

Ayelet Fisher

What’s Your OEI Type?

An organization receives a high score for its stated values and sense of purpose. Employees understand what the organization stands for and can clearly describe its priorities. Yet the same employees report low trust in management and experience decision-making as inconsistent and opaque.

Which result represents the organization?

Both findings may be accurate. Employees can understand the organization's values while distrusting the decisions made in their name. Before interpreting the gap, however, the analyst needs to establish what each question measures and whether the results can reasonably be compared.

OEI provides a way to examine these patterns. Score describes how positively an element is experienced; Consensus describes how widely that experience is shared within a stakeholder group; Alignment compares experiences across groups. Reading these layers across Core, Culture and Processes helps locate the gap and frame the next diagnostic question.

Contradiction Is Not the Opposite of Clarity

A survey average can make an organization look more uniform than it is. Formal policies, local management practices and everyday interactions may create different experiences across teams and stakeholder groups. A promotion process, for example, may be clearly documented yet applied unevenly. The diagnostic task is to establish where the difference occurs and what might explain it.

Research on organizational systems supports this distinction. Bowen and Ostroff argued that strong organizational systems create messages that are distinctive, consistent and interpreted similarly by organizational members. When messages are ambiguous or practices are applied inconsistently, people are more likely to develop different understandings of what the organization expects and rewards (Bowen & Ostroff, 2004).

This makes consistency a question to investigate: are people receiving different messages, or are they responding differently to the same practice?

Reading Contradictions Through the OEI Framework

Describe the gap before explaining it. Specify the measures, the groups involved and the organizational setting. 'Managers rate communication more positively than frontline employees' is a useful starting point; 'communication is inconsistent' is already an interpretation.

These layers should be examined across the organization's Core, Culture and Processes. Core represents the organization's identity, values, guiding principles and the experience it intends to create. Culture reflects the norms, relationships and recurring patterns of behavior through which the organization is experienced. Processes are the formal and informal mechanisms through which decisions are made, information flows and stakeholders encounter the organization.

The two sets of measures answer complementary questions. Score, Consensus and Alignment describe how an experience is rated, how widely it is shared within a stakeholder group and how it differs across groups. Core, Culture and Processes guide the investigation of the organizational conditions that may shape that experience: identity and guiding principles, patterns of behavior or work mechanisms. Used together, the framework connects the description of a result pattern with the investigation of its possible organizational source. The survey alone does not establish that source.

Contradictions may therefore appear within one diagnostic layer, between different layers, between stakeholder groups or between the three OEI dimensions. Each type points toward a different organizational question.

ContradictionWhat it may revealFirst diagnostic question
Core high, Culture lowValues are understood but not enacted consistentlyWhich behaviors contradict the stated identity?
Culture high, Processes lowRelationships compensate for weak mechanismsWhere does goodwill replace reliable design?
Score high, Consensus lowA positive average may conceal substantial variationHow are responses distributed, and where are lower ratings concentrated?
Consensus high, Alignment lowGroups agree internally, but their ratings differ across groupsAre the measures comparable, and which touchpoints might explain the gap?
Outcome high, experience lowEffectiveness may depend on hidden emotional or operational costWhat effort or burden does the outcome measure miss?

How the Combined Reading Changes the Recommendation

Consider a hypothetical result: employees report low trust, alongside strong identification with organizational values, supportive team relationships and a perception that promotion decisions are unfair. Read together, these findings suggest a focused hypothesis: the difficulty may lie in how promotion decisions are made and explained. Supportive relationships within teams may coexist with this difficulty and may even soften its effects.

This changes the next step. Before recommending a general trust workshop, examine promotion criteria, how they are applied and how decisions are communicated. The survey does not establish the cause, but the combined OEI reading narrows what should be investigated.

When the Core and the Experienced Organization Diverge

One of the most significant contradictions occurs when stakeholders understand and support the organization's Core, but do not experience it in its Culture or Processes.

An organization may declare that it values openness, fairness and respect. Employees may even identify strongly with those principles. If managers discourage challenge, explain decisions poorly or apply procedures inconsistently, employees may see little connection between those principles and daily practice.

This does not necessarily mean that the stated values are insincere. It may mean that the organization has not developed the cultural norms and operational mechanisms required to express them consistently.

The distinction is important because the intervention depends on the source of the gap. If people do not understand the Core, the organization may need greater clarity around its identity and priorities. If they understand it but do not experience it, additional communication about values is unlikely to solve the problem. The work must move toward managerial behavior, decision mechanisms, accountability and process design.

Research on behavioral integrity describes a related phenomenon: the perceived alignment between what managers say and what they do. Simons argued that perceived consistency between words and actions is closely connected to trust, credibility and promise keeping (Simons, 2002).

Before recommending another values campaign, examine the decisions and behaviors associated with the lower ratings. If employees already understand the values, repeating them will leave the underlying issue untouched.

When Culture and Processes Send Different Messages

A second form of contradiction appears when the Culture is experienced positively, but organizational Processes produce a different emotional reality.

Employees may describe their immediate teams as supportive, collaborative and respectful, while reporting that promotion, budgeting, workload allocation or decision-making Processes are unclear or unfair. In such cases, positive relationships may be compensating for weak organizational mechanisms.

The opposite pattern is also possible. An organization may have structured, efficient and well-documented Processes, while its Culture is characterized by mistrust, fear of mistakes or limited psychological safety. The Process may function technically, but the experience surrounding it may remain emotionally unintelligent.

Keep these patterns separate when reporting the findings. Supportive teams working around unclear procedures call for a different response from efficient procedures implemented in a climate of fear.

In the first case, investigate the workarounds: who performs them, how much effort they require and what happens when those people are absent. In the second, examine how managers apply the procedures and how employees experience those interactions. The survey identifies where to look; follow-up work is needed to explain the pattern.

When Stakeholder Groups Recognize Different Organizations

Some of the most important contradictions are not found within a stakeholder group, but between groups.

Managers may experience communication as frequent and transparent because they participate in meetings where information is available. Employees further from the organizational center may experience the same organization as distant and unpredictable.

Employees may rate a service Process positively because requests are ultimately resolved. Customers may give lower ratings because resolution requires repeated transfers and explanations. The outcome is shared; the route to it is experienced differently.

These are Alignment gaps. Low Alignment does not automatically mean that one group is right and another is wrong. Different stakeholder groups interact with different parts of the organization, possess different information and bear different costs. Their responses may reflect genuinely different touchpoints within the same organizational system.

Research linking employee service climate with customer perceptions demonstrates why cross-group comparison matters. Schneider, White and Paul found that internal organizational conditions and employee perceptions of service climate were related to customer perceptions of service quality, while also identifying reciprocal effects between the two (Schneider, White, & Paul, 1998).

Compare the touchpoints each group encounters before attributing the gap to a failure of communication or understanding.

When a Shared Practice Receives Different Meanings

Contradictions may also arise because people interpret the same organizational practice differently.

Management may introduce a performance management Process to create clarity and support development. Some employees may experience the Process as constructive, while others interpret it as control, documentation or preparation for future sanctions. A restructuring Process may be intended to increase responsiveness, while employees experience it as instability. A recognition program may be designed to reinforce appreciation, yet be perceived as selective or political.

Research by Nishii, Lepak and Schneider showed that employees can make different attributions about why management introduces the same HR practices, and that these interpretations are associated with employee attitudes, behavior and customer satisfaction (Nishii, Lepak, & Schneider, 2008).

A stated intention does not establish how a practice is experienced. The Core may explain what the organization intended, but Culture and Processes determine how that intention is interpreted and encountered.

A contradiction between managerial intention and stakeholder experience may therefore reveal a design problem, an implementation problem or a problem of organizational credibility.

When a High Average Conceals Uneven Experiences

A high average can hide uneven experiences. Before calling trust a strength, check how responses are distributed and whether the result holds across teams.

Low Consensus does not, by itself, show where the variation comes from. Ratings may differ within teams, between locations or across tenure groups. Examine the distribution and relevant subgroups before concluding that the strength exists only in particular parts of the organization.

Organizational climate research similarly treats climate level and climate strength as distinct properties, while more recent profile research shows that their different combinations can represent meaningfully different organizational conditions (Schneider, Salvaggio, & Subirats, 2002; He et al., 2023).

Where subgroup differences are supported by sufficient data, investigate the conditions associated with stronger and weaker ratings. Interviews or observation can help test whether local management practices, access to information or Process design explain the pattern.

The practical question is whether the conditions supporting a positive experience can be extended to others.

Positive Outcomes Can Coexist With a Negative Experience

Another significant contradiction occurs when a Process produces the desired output but creates a poor emotional experience.

A customer request may be resolved on time, while employees rely on excessive effort and informal coordination to make it happen. A recruitment Process may successfully fill positions while leaving candidates with uncertainty and limited respect. A decision may be implemented quickly while creating confusion, loss of trust or avoidable resistance.

An outcome measure may miss the effort required to achieve it. Alongside completion rates or response times, examine repeated handoffs, clarification requests, overtime and the workarounds people describe. Treat these as possible indicators to investigate, rather than proof of a particular cause.

A timely result can coexist with a burdensome Process. Recommendations should address the burden identified in the follow-up work while preserving what enables the organization to deliver.

Not Every Difference Is a Diagnostic Contradiction

Although contradictions can provide valuable information, they should not be interpreted too quickly. Not every difference between results represents a meaningful organizational gap.

Different stakeholder groups may have been asked slightly different questions. The data may have been collected at different times. A small subgroup may produce an unstable result. Differences may reflect distinct roles or touchpoints rather than contradictory experiences. A customer and an employee may evaluate the same Process from legitimately different criteria.

The wording of items also matters. A high result for understanding the organization's values does not directly contradict a low result for confidence in senior management. The two may be related, but they measure different constructs.

The opening example should be read in this way: understanding organizational values and trusting management are distinct constructs. Their combination raises a question about the relationship between stated values and managerial practice; it does not establish a contradiction or identify its cause.

Before treating a contradiction as an organizational finding, the analyst should therefore test whether the measures are conceptually comparable, whether the samples are sufficiently robust and whether the difference is meaningful rather than random. Research on team climate strength also shows that the relationship between common organizational stimuli and shared perceptions is more complex than simple exposure to the same conditions (Perrigino et al., 2021).

Report the observed difference separately from the proposed explanation. State what the survey shows, what remains uncertain and what follow-up evidence would support or challenge the interpretation.

A Structured Way to Read Contradictions

1. Define the contradiction precisely

Identify the exact relationship that appears inconsistent. Is it a gap between Score and Consensus, between stakeholder groups, between Core and Culture, or between a Process outcome and the experience surrounding it?

2. Test whether the findings are comparable

Examine question wording, response scales, sample sizes, timing and the context in which each group encountered the issue. This establishes whether the contradiction is substantive or methodological.

3. Locate the pattern

Use segmentation to show where the contradiction is strongest. The relevant differences may sit between departments, managerial levels, locations, professional groups, tenure groups or stakeholder populations.

4. Trace the organizational mechanism

Use interviews, focus groups, process mapping, observation or stakeholder journeys to investigate what in the organization's Core, Culture or Processes makes the different answers possible.

5. Match the intervention to the contradiction

Choose the intervention after testing the explanation. If follow-up evidence links a Core-Culture gap to leadership behavior, address that behavior and its accountability mechanisms. If Process design explains the gap, redesign the relevant steps. Use stronger local results as a source of hypotheses to test before extending a practice across the organization.

What Leaders Should Do With Conflicting Findings

When findings point in different directions, ask for three things: a precise description of the gap, evidence that the comparison is sound, and a plan to investigate the explanation.

Avoid moving directly from a survey pattern to a preferred intervention. A values campaign will not resolve inconsistent decisions if employees already understand the values. Process redesign may help when supportive teams are compensating for unclear procedures, but that explanation needs to be tested.

Score, Consensus and Alignment help distinguish the level of an experience, its distribution within groups and differences across groups. Core, Culture and Processes provide a framework for investigating where those patterns arise.

The useful output is a clear account of what the data shows, which explanations remain plausible and what the organization should examine or change next.

The contribution of OEI lies in connecting the pattern of stakeholder experience with the organizational conditions that may produce it. Score, Consensus and Alignment describe how an experience is rated and shared within and across groups. Core, Culture and Processes guide the investigation of where that experience takes shape. Used together, they help formulate more specific diagnostic hypotheses and identify what needs to be examined before choosing an intervention.

References

Bowen, D. E., & Ostroff, C. (2004). Understanding HRM-firm performance linkages: The role of the "strength" of the HRM system. Academy of Management Review, 29(2), 203-221. https://doi.org/10.5465/amr.2004.12736076

He, Y., Payne, S. C., Beus, J. M., Muñoz, G. J., Yao, X., & Battista, V. (2023). Organizational climate profiles: Identifying meaningful combinations of climate level and strength. Journal of Applied Psychology, 108(4), 595-620. https://doi.org/10.1037/apl0001036

Nishii, L. H., Lepak, D. P., & Schneider, B. (2008). Employee attributions of the "why" of HR practices: Their effects on employee attitudes and behaviors, and customer satisfaction. Personnel Psychology, 61(3), 503-545. https://doi.org/10.1111/j.1744-6570.2008.00121.x

Perrigino, M. B., Chen, H., Dunford, B. B., & Pratt, B. R. (2021). If we see, will we agree? Unpacking the complex relationship between stimuli and team climate strength. Academy of Management Annals, 15(1), 151-187. https://doi.org/10.5465/annals.2019.0067

Schneider, B., White, S. S., & Paul, M. C. (1998). Linking service climate and customer perceptions of service quality: Tests of a causal model. Journal of Applied Psychology, 83(2), 150-163. https://doi.org/10.1037/0021-9010.83.2.150

Schneider, B., Salvaggio, A. N., & Subirats, M. (2002). Climate strength: A new direction for climate research. Journal of Applied Psychology, 87(2), 220-229. https://doi.org/10.1037/0021-9010.87.2.220

Simons, T. (2002). Behavioral integrity: The perceived alignment between managers' words and deeds as a research focus. Organization Science, 13(1), 18-35. https://doi.org/10.1287/orsc.13.1.18.543