California Professional Standards for Education Leaders · Standard 2C
Apply a variety of tools and technology to gather feedback, organize and analyze multiple data sources, and monitor student progress.
The leader’s responsibility is not to accumulate dashboards. It is to build a trustworthy learning system in which evidence leads adults to better questions, better instructional responses, and more equitable opportunities for students.
What this standard asks of a leader
A useful data environment connects feedback, assessment, attendance, participation, program, and instructional evidence without pretending that any single measure tells the whole story. Leaders clarify the question first, identify the people who need to participate, select the minimum necessary evidence, and create time for collaborative interpretation and response.
Technology is infrastructure for inquiry—not the inquiry itself. A polished dashboard cannot replace classroom observation, student work, family perspective, professional judgment, or a candid conversation about access and opportunity.
A practical evidence-to-action cycle
- Frame
Name a focused learning question and the decision the evidence should inform. - Gather
Use multiple quantitative and qualitative sources, collecting no more identifiable information than needed. - Make sense
Check definitions, completeness, comparability, missing voices, and possible alternative explanations. - Act
Choose a feasible instructional or organizational response, assign ownership, and establish a short review period. - Learn
Study implementation, student experience, and outcomes; then continue, adapt, scale, or stop.
Build a balanced evidence portfolio
Student learning
Student work, formative checks, common assessments, explanations, revisions, and transfer—not scores alone.
Access and opportunity
Course access, instructional minutes, attendance, participation, intervention entry and exit, device access, and support received.
Experience and voice
Student, family, and staff feedback; belonging; relevance; safety; workload; and barriers that administrative records may not reveal.
Implementation
Whether the agreed practice occurred, with sufficient quality and support, before attributing an outcome to it.
Context
Staffing, scheduling, mobility, program design, community conditions, and other factors needed for responsible interpretation.
Equity checks
Disaggregate responsibly, apply privacy safeguards and minimum-group rules, and investigate differences without defining students by deficits.
Example in practice: ninth-grade course success
A leadership team notices rising ninth-grade course failures. Instead of purchasing an early-warning product immediately, it frames a question: Where in the student experience do learners begin to disengage, and which conditions are within our control?
The team combines course marks, attendance, schedule changes, prior access to prerequisite learning, student work, teacher observations, and student and family interviews. It finds that the strongest signal is not one test score but an interaction among transition routines, belonging, transportation, and missed assignments during the first six weeks.
The response is deliberately small: an adult connector, a common first-month progress check, a rapid attendance follow-up, and protected teacher collaboration. The dashboard monitors reach and timeliness; student work and conversation determine whether the response is improving learning.
Three product connections that reinforce this standard
Each example below supports a different part of 2C.5. They are not interchangeable, and inclusion is not an endorsement.
Panorama Surveys
Leadership connection: Gather feedback.
Panorama expands the evidence base beyond administrative records by structuring student, family, and staff perspectives on belonging, engagement, relationships, climate, and safety. The leader still must examine response rates, missing voices, question design, subgroup privacy, and whether feedback produces a visible response.
View the SDLA product page →Schoolzilla
Leadership connection: Organize and analyze multiple sources.
Schoolzilla illustrates the value of preparing, joining, and visualizing achievement and operational data in one environment. Its relevance to this standard lies less in the dashboard itself than in giving teams consistent definitions, role-appropriate views, and enough context to investigate a pattern together.
View the SDLA product page →NWEA Growth
Leadership connection: Monitor student progress.
NWEA Growth demonstrates how a longitudinal assessment measure can contribute evidence about change over time. A responsible leader treats that measure as one signal alongside student work, classroom assessment, opportunity to learn, and knowledge of the instructional support students received.
View the SDLA product page →Questions before connecting a product to the standard: Which part of 2C.5 does it strengthen? What decision will improve? Which source remains authoritative? Who can see identifiable information? What work will the system add for educators? What evidence will show that it improved teaching and learning rather than merely increasing reporting?
Two intellectual virtues at the center of 2C.5
Intellectual humility
Data can narrow uncertainty without eliminating it. Intellectual humility helps a leader name what a measure cannot establish, recognize when an initial explanation is incomplete, and invite interpretations from people closer to the student experience. It prevents a dashboard from becoming a claim of certainty.
Intellectual carefulness
This standard depends on accurate definitions, sound collection practices, appropriate comparisons, and responsible access. Intellectual carefulness prompts the leader to check dates, denominators, missing records, duplicate students, subgroup sizes, privacy boundaries, and whether two similarly named measures actually mean the same thing.
Leadership style: match the stance to the work
Instructional
Keep the conversation anchored in the learning task, student thinking, teacher practice, and the response students actually receive.
Transformational
Build shared purpose and the willingness to replace data-as-compliance with evidence as a tool for collective improvement.
Distributed
Give teachers, counselors, students, families, and data stewards meaningful roles in interpretation and action—not merely roles in data entry.
Style is not a permanent label. The same leader may need to facilitate inquiry, teach a technical definition, protect a privacy boundary, challenge an inequitable pattern, or step back so another voice can lead.
Books, journals, and professional associations
Data Wise, Third Edition
Kathryn Parker Boudett and Candice Bocala provide an updated collaborative inquiry process centered on evidence, equity, action, assessment, and adjustment.
System Wise
A companion for district and system leaders working to build coherent continuous-improvement routines across organizational levels.
Data Wise resources
Protocols, articles, videos, and book connections for collaborative data inquiry and disciplined improvement meetings.
Leadership periodicals
Use practitioner publications to compare cases and approaches: Educational Leadership, School Administrator, and The Learning Professional.
Educational Leadership · School Administrator · The Learning Professional
ISTE
The ISTE Standards for Education Leaders connect technology leadership with equity, vision, systems design, privacy, assessment, and continuous improvement.
CoSN
CoSN’s K–12 privacy resources and Trusted Learning Environment framework help leaders connect useful data practices with institutional trust and protection.
Learning Forward
Its professional-learning standards emphasize using multiple forms of evidence to plan educator learning and evaluate impact.
AASA and ISTE+ASCD
Use professional networks to learn how peers are handling governance, instructional improvement, technology change, and community communication.
Pause and reflect
- Which decisions in our improvement cycle genuinely require data, and which require listening, observation, or professional judgment?
- Can teachers explain how information from our systems changes tomorrow’s instruction?
- Which students are least visible in the measures we review most often?
- Where do inconsistent definitions, delayed entry, missing records, or duplicate systems undermine trust?
- What report, dashboard, or collection routine could we stop because it does not lead to action?
- How will we protect confidentiality while giving the right people enough information to help?