Data Analysis and Strategic Planning · 24 min read
Data Analysis and Strategic Planning
Objective 0001 opens with the purpose that every other leadership action serves: promoting the academic success and well-being of each student. The framework ties that purpose to six levers a leader controls or influences: fairness of educational opportunity, systems of curriculum, instruction, and assessment, professional capacity, engagement of families/caregivers and the community, school and district operations and resources, and continuous improvement. A scored response is expected to show how a proposed plan moves at least one of these levers toward better outcomes for students who are not yet being served well.
Equity in this context means fairness of educational opportunity, not identical treatment. Students arrive with different strengths, languages, disabilities, and life circumstances; an equitable system allocates time, expertise, and support in proportion to need so that the same high standards are reachable for all students. High expectations means that the standard itself is not lowered for any group. Lowering rigor for a student group is a common, well-intended practice that widens gaps, because it limits access to grade-level content precisely where access matters most.
Access to Learning Opportunities
Access to Effective Teaching
Access to Academic and Social Support
Each student who needs intervention, accommodation, counseling, language support, or mentoring receives it in time to matter, without being removed from core instruction more than necessary.
Each student can enroll in rigorous
Each student is taught by educators who are qualified, supported, and effective. Leaders examine whether the
Leaders check enrollment data for least experienced or least effective teachers are concentrated in classes and remove barriers such as with the highest-need students and prerequisites that are not truly required.
correct the pattern through scheduling
These three dimensions give a response a precise vocabulary. Instead of writing that a school 'needs to be more equitable,' a strong candidate names the dimension and the evidence: for example, that students with disabilities at a middle school are scheduled into math classes taught disproportionately by first-year teachers, which limits their access to effective teaching. A claim stated this way is specific, testable against the documents, and leads directly to an
Leadership Practices That Build a Culture of High Expectations
Communicate a clear academic standard: articulate that grade-level mastery is the goal for each student and that supports are designed to reach the standard, not to replace it.
Monitor assignment and scheduling patterns: review master schedules, teacher assignments, and course placement for disproportionality across student groups.
Use data to surface hidden gaps: disaggregate achievement, discipline, attendance, and course enrollment by student group rather than relying on school-wide averages.
Guarantee a viable curriculum: ensure every section of a course teaches the same essential standards at the same level of rigor, supported by common assessments.
Build staff capacity: provide professional learning on differentiation, culturally responsive practice, scaffolding of complex text, and supports for English learners and students with disabilities. Engage families/caregivers as partners: share expectations, progress, and ways families can reinforce learning, in
Invest in scaffolding strategies and co-teaching rather than below-grade materials.
These students need scaffolds to access grade-
Our outreach has not yet reached these families
Their families do not care
Revise communication methods, times, and languages.
Each student who shows potential should have a
Advanced courses are not for
Use multiple measures for placement and provide bridge supports.
everyone. path into advanced coursework.
Low scores are caused by the Our systems produce the results we see. community.
Examine instruction, scheduling, and support systems that the school controls.
Connect every strategy to a student outcome and to a group of students. Scorers reward responses that explain how a plan improves teaching and learning for each student, especially for groups the data show are not yet succeeding. Name the student group the evidence identifies.
Name the access dimension affected (teaching, opportunity, or support). State the expected change in practice and the expected change in student results.
A final point concerns well-being. The framework pairs academic success with well-being because attendance, sense of belonging, physical and emotional safety, and relationships with adults are conditions for learning, not separate goals. When documents include climate surveys, discipline data, or attendance data, a response that links those indicators to academic results demonstrates the integrated understanding the rubric describes as thorough.
The extended-response assignment is built on a document set. The framework lists the kinds of information a candidate may be asked to analyze: student achievement data, demographic data, enrollment projections, budget information, stakeholder survey results, faculty and staff data, policy documents, and program implementation data. A candidate who knows what each source can and cannot show will read the documents faster and draw defensible conclusions within the
Student Georgia Milestones results, benchmark and achievement common assessments, course grades, graduation data
Proficiency, growth, gaps A single score does not between student groups, trends explain why results over time occurred
Demographic Enrollment by race/ethnicity, economically disadvantaged status, English learners, students with disabilities, mobility
Who the school serves and Describes the population; how that population is changing it is not a cause of results
Enrollment Expected enrollment by grade and program in projections coming years
Staffing, facility, and program Projections carry needs ahead of time uncertainty and should be revisited
Budget Allocations by fund and function, per-pupil spending, grant sources
Whether resources align with Restrictions on certain funds stated priorities limit how they can be used
Stakeholder Student, parent/guardian, and community surveys perceptions
Climate, engagement, Response rates and wording communication, sense of can bias results belonging
Faculty and staff Years of experience, certification, evaluation data results, attendance, turnover, faculty survey results
Professional capacity and Small groups and stability of the staff confidentiality limit detail
Policy documents Board policies, school procedures, handbooks, schedules
Rules that shape practice and Written policy may differ possible barriers to access from actual practice
Program Walkthrough records, fidelity checklists, implementation attendance at intervention sessions, PLC logs
Whether a program is actually Requires consistent being delivered as designed collection to be reliable
Quantitative data are numerical: percentages of students at each achievement level, attendance rates, numbers of discipline referrals, survey item averages, budget figures. They allow comparison across groups and over time. Qualitative data are descriptive: open-ended survey comments, focus-group notes, observation narratives, meeting minutes, and interview summaries. They explain experiences, perceptions, and reasons behind the numbers. The framework names both types, and a thorough response uses both: numbers to establish what is happening and
A practical way to organize the document set is Bernhardt's widely used model of four measures: demographics, perceptions, student learning, and school processes. Demographic and student learning data describe who the students are and how they are performing. Perception data show what stakeholders believe. Process data, such as schedules, programs, and instructional practices, are the only category the school directly controls, so most strong action
Georgia Accountability and Assessment Basics
Georgia Milestones Assessment System: End-of-Grade (EOG) assessments in grades 3 through 8 and End-of-
Course (EOC) assessments in designated high school courses.
Achievement levels: Beginning Learner, Developing Learner, Proficient Learner, and Distinguished Learner. Proficient and Distinguished indicate readiness for the next grade or course. CCRPI (College and Career Ready Performance Index): Georgia's school and district accountability report. Its components include Content Mastery, Progress, Closing Gaps, Readiness, and, for high schools, Graduation Rate. Comprehensive Needs Assessment (CNA): the structured analysis of school data that informs the School Improvement Plan within Georgia's Systems of Continuous Improvement.
Read the introduction document first. The school and district description establishes the context, the student population, and any stated priorities. Then scan every document title and table heading before analyzing any single document, so that patterns across documents are visible early.
CCRPI components map well to the kinds of questions a leader asks. Content Mastery reflects current achievement; Progress reflects growth over time; Closing Gaps reflects whether student groups are meeting improvement targets; Readiness reflects indicators such as literacy, attendance, and participation in advanced or career-related coursework; Graduation Rate reflects completion. A response that references the relevant component shows command of the Georgia accountability context without needing to cite specific scores or weights.
Treating demographic data as an explanation. Writing that scores are low 'because many students are economically disadvantaged' attributes results to students rather than to systems. Demographic data identify which groups to examine; the explanation for results must be sought in instruction, access, and support processes the school controls.
Finally, note the date range, the population, and the measure for every table. A response that compares a three-year trend in one document with a single-year snapshot in another, or that compares a school's percent proficient with a district's average scale score, will draw invalid conclusions. Precision about what each number represents is a visible marker of the 'thorough understanding' that earns a score of 4.
Analysis converts documents into findings. On the extended-response assignment, the findings must be specific enough to support an identified strength and an identified need, and the reasoning must be visible to the scorer. Five analytic distinctions account for most of the difference between a superficial reading of data and a defensible one.
A school with low proficiency but strong growth is improving; a school with high proficiency but flat growth may be underserving students.
Proficiency is the share of students meeting a standard growth at one point in time; growth is how much students improved relative to where they started.
Same-grade vs. Same-grade compares this year's grade 5 with last cohort comparison
Same-grade trends reflect program or teaching changes for a grade; cohort trends reflect what happened to a group of students over time.
year's grade 5 (different students); cohort follows the same students from grade 4 to grade 5.
Small group size Results for groups with few students can change sharply because of a handful of scores.
Large swings in a small group should be confirmed with other evidence before drawing conclusions.
Correlation vs. Two measures moving together does not prove one causation caused the other.
A response should describe a relationship as a likely contributing factor and propose how to verify it.
Perception vs. Survey results describe beliefs and experiences; performance achievement data describe outcomes.
Mismatches between them, such as high staff confidence alongside low results, are themselves findings.
School-wide averages hide variation. Leaders disaggregate results by the student groups reported in Georgia accountability and federal law, such as economically disadvantaged students, English learners, students with disabilities, and racial and ethnic groups, and by other meaningful categories such as grade, course, teacher, and program. The question is not only which group performs lowest but which gap is widening, which group is improving, and whether the pattern is consistent across subjects and years.
Triangulation means confirming a finding with at least three independent data points, ideally from different types of sources. A need identified from achievement data alone is a hypothesis; the same need supported by achievement data, teacher survey responses, and classroom observation records is a finding. Triangulation also protects against overreacting to a single anomalous number and gives the written response the 'support' the rubric requires.
A FIVE-STEP READING ROUTINE FOR THE DOCUMENT SET
Read the context document and note priorities
Scan all titles, populations, and measures
Confirm each pattern with a second and third source
Select one strength and one need with the strongest evidence
Worked Example: Reading a Data Table
GRADE 7 MATHEMATICS, GEORGIA MILESTONES EOG: PERCENT PROFICIENT OR DISTINGUISHED
What a strong response would say: Grade 7 mathematics proficiency rose modestly for all students over three years (41 to 44 percent) but remains below the district (47 percent). Economically disadvantaged students gained 7 points, the largest gain of any group, which suggests that some instructional practices are working and represents a strength to build on. English learners are the only group whose results declined, from 22 to 19 percent, widening the gap with all students from 19 to 25 points. Because the English learner group may be small, this pattern should be confirmed with other evidence, such as classroom assessment results, English language proficiency data, and teacher survey items about confidence in supporting language development in mathematics. If those sources agree, the need is clear: English learners in grade 7 mathematics lack sufficient language support to access grade-level content.
Cite numbers exactly as the documents present them, include the comparison point (prior year, another group, or the district), and state the size of the change. 'Declined from 22 to 19 percent while all students rose from 41 to 44 percent' is evidence; 'English learners are struggling' is an assertion.
Perception data deserve the same rigor. If 85 percent of teachers agree that 'all students can master grade-level mathematics' but only 40 percent report using strategies to support academic language, the gap between belief and practice points to a professional learning need. Qualitative comments from parents/guardians of English learners, such as difficulty understanding progress reports, can add a family engagement dimension. Each source adds a distinct layer, and a response that integrates them shows analysis rather than summary.
Listing every number from the documents. Scorers evaluate the quality of reasoning, not the quantity of data restated. Select the two or three data points that most directly support the strength and the need, and explain what they mean.
The official sample assignment for objective 0001 asks the candidate to identify one strength (in the sample, a district strength) and one need related to teaching and learning, and to support each with evidence from the documents. These two statements anchor the entire response. If either is vague, unsupported, or unrelated to teaching and learning, the plan that follows cannot earn a high score, because the rubric's Support characteristic depends on evidence from the
Qualities of a Well-Identified Strength
Supported by data: at least one specific quantitative or qualitative data point, ideally confirmed by a second source. Leverageable: something that can be used to address the need, such as a successful program, a skilled group of teachers, strong family participation, available funding, or an existing structure like PLCs. At the level requested: if the prompt asks for a district strength, it must be a district-level resource, practice, or result rather than a single classroom.
Stated as an asset: described in terms of what it makes possible, not only what it is.
Qualities of a Well-Identified Need
Related to teaching and learning: tied to instruction, curriculum, assessment, or student learning outcomes rather than to an unrelated operational issue.
Specific: names the student group, grade or course, content area, and measure. Significant: reflects a meaningful gap, decline, or persistent low performance rather than a minor fluctuation. Addressable by the school: framed around a condition the school or district can change.
A need statement describes a symptom; a plan must target a cause. Root-cause analysis moves from the observed result to the underlying condition. The Five Whys technique asks 'why' repeatedly until the answer is a factor within the school's control. A fishbone (cause-and-effect) diagram sorts possible causes into categories such as curriculum, instruction, assessment, staffing, scheduling, family engagement, and student supports, then uses data to test which causes are most likely. Leaders conduct root-cause analysis with a team, because staff closest to the work see causes that data alone do not reveal.
Observed result
Grade 7 English learners' mathematics proficiency declined from 22 to 19 percent over three years.
Students perform poorly on multi-step word problems and constructed-response items (benchmark item analysis).
Lessons rarely include structured academic talk or explicit vocabulary instruction (walkthrough data).
Mathematics teachers report low confidence in language-support strategies (faculty survey) and have not received related
Mathematics teachers lack training and planning time to integrate language supports into grade-level instruction, a condition the
Notice that the root cause in the example is phrased as a condition of adult practice and school systems. Plans aimed at adult practice are actionable; plans aimed at characteristics of students or families are not. The analysis also signals the shape of a solution: targeted professional learning, collaborative planning, and coaching on language-rich mathematics
The district's instructional coaching program is a strength: schools with coaches increased the share of TKES ratings at Level III or above in Instructional Strategies, and 78 percent of teachers rate coaching as useful.
Grade 7 English learners' mathematics proficiency fell from 22 to 19 percent while all students rose from 41 to
Only 31 percent of parents/guardians of English learners report understanding their child's progress reports, involved. compared with 72 percent of all respondents.
Sentence frames make strength and need statements precise and fast to write under time pressure. One strength of the district is ___, as shown by ___ (data point) and ___ (second source).
This strength can support improvement because ___.
One area of need related to teaching and learning is ___ for ___ (student group), as evidenced by ___ compared
A likely contributing factor is ___, supported by ___ (survey, observation, or implementation data).
Choose the strength and need together. The most coherent responses select a strength that directly helps address the need, for example a successful coaching model that can be extended to mathematics teachers of English learners, or a high-performing PLC structure that can host collaborative planning for language-rich lessons. This connection is what the sample prompt means by a plan that builds on the strength, and it makes the rest of the response logically unified.
Once a need and its likely cause are identified, the leader designs a plan. In Georgia, school improvement planning is organized by the Georgia Department of Education's Georgia's Systems of Continuous Improvement, which frames improvement around five systems and a five-step process. Using this language in a written response signals familiarity with the state context and gives the plan a recognizable structure.
GEORGIA'S SYSTEMS OF CONTINUOUS IMPROVEMENT: FIVE SYSTEMS
Common unit plans with embedded language supports in grade 7 mathematics
Curriculum, instruction, and assessment aligned to standards and consistent across classrooms
Leaders who set direction, monitor implementation, and
A leadership team that reviews implementation data monthly
Recruitment, development, and retention of effective
Coaching cycles for mathematics teachers on academic language
Family and Community Partnerships with families/caregivers and the Engagement community that support learning
Family math nights with interpreters and take- home resources in home languages
Safe, orderly, inclusive conditions that support well-
Structured peer-collaboration routines that build belonging in mathematics classes
THE FIVE-STEP CONTINUOUS IMPROVEMENT PROCESS
Plan Implement Plan Examine Outcomes
Identify Needs is carried out through the Comprehensive Needs Assessment (CNA), in which a team analyzes data across the five systems, prioritizes needs, and identifies root causes. Select Interventions requires choosing strategies with evidence of effectiveness that match the root cause. Plan Implementation produces the School Improvement Plan with actions, responsibilities, timelines, resources, and measures. Implement Plan puts it into practice with monitoring. Examine Outcomes evaluates results and feeds the next cycle of needs identification.
Goals in a strategic plan should be SMART: Specific, Measurable, Achievable, Relevant, and Time-bound. A SMART goal names the student group, the measure, the baseline, the target, and the time frame. Example: 'The percentage of grade 7 English learners scoring Developing Learner or above on the Georgia Milestones mathematics EOG will increase from 48 percent to 60 percent by the end of the next school year, with interim targets on quarterly common assessments.' Including interim targets makes the goal monitorable during the year, not only after state results arrive.
Components of an Action Plan
Action step A specific activity that addresses the root cause
Monthly coaching cycles on language-rich mathematics routines
Person responsible A named role accountable for completion
Mathematics instructional coach; assistant principal for instruction
Timeline Start date, checkpoints, completion
Begins first month of school; reviewed each quarter
Resources Human, fiscal, material, and time resources required
Coach time, substitute coverage, Title I or Title III funds as permitted, planning time
Evidence of How leaders confirm the action occurred implementation as designed
Coaching logs, walkthrough data on academic talk
Evidence of impact How leaders know it is improving learning
Common assessment results for English learners; benchmark item analysis
Building the Plan on an Identified Strength
The sample prompt asks for a plan that uses needed information and resources and builds on the identified strength. Building on a strength means using an existing asset as the engine of the plan rather than starting from nothing. If the district's coaching model is effective, the plan extends coaching to the mathematics department and adds a language- support focus. If grade 6 teachers already achieve strong results with English learners, the plan uses them as models through peer observation and shared planning. This approach is efficient, credible to staff, and grounded in evidence that the strategy works in the local context.
The prompt typically asks what additional information and resources the plan requires. Name both explicitly. Information: for example, English language proficiency levels for each student, item-level benchmark data, observation data on current language-support practices, and family feedback. Resources: for example, coach time, collaborative planning time in the master schedule, substitute coverage for peer observation, translated materials, and funding sources permitted for the purpose.
Selecting interventions requires judgment about fit. A strategy should match the root cause, be supported by evidence, be feasible with available resources, and be one the staff can implement well. Adding several new programs at once dilutes attention and resources; a focused plan with two or three high-leverage actions that are monitored closely is more likely to change results and is easier to explain within a 400 to 600 word response.
A plan improves outcomes only if it is implemented as designed and adjusted based on evidence. The framework lists implementing and evaluating strategic plans alongside identifying them, and the extended-response prompt asks how the plan will improve student outcomes. A complete answer therefore describes how the leader will know the plan is working
Implementation fidelity is the degree to which a strategy is delivered as intended: with the planned frequency, duration, quality, and participants. When a plan fails, leaders must be able to distinguish between a strategy that does not work and a strategy that was not actually implemented. Fidelity is monitored through walkthroughs with a focused look-for tool, coaching logs, PLC agendas and minutes, intervention attendance records, and teacher self-reports checked against
Leading Measures of adult actions
Confirms the plan is being carried out
Percent of observed lessons with structured academic talk; coaching cycles completed (implementation) that should produce results
Common assessment scores; exit tickets;
Leading (early student Short-cycle student
Signals whether learning is improving during the year outcomes) measures that predict later
Confirms long-term impact and informs the next plan appear after a full cycle
Leading indicators are essential because lagging indicators arrive too late to adjust within the school year. A plan that relies only on state assessment results cannot be monitored. Strong plans specify one or two leading indicators of adult practice and one or two leading indicators of student learning, each with a target and a review date.
SAMPLE MONITORING CALENDAR FOR A SCHOOL IMPROVEMENT GOAL
Every two Walkthrough look-fors for academic talk and weeks vocabulary routines
Administrators and coach Target coaching support to specific teachers
Monthly PLC common formative assessment results disaggregated for English learners
Grade 7 mathematics PLC Reteach, regroup, or adjust scaffolds
Quarterly Benchmark results, intervention attendance, teacher survey pulse
School leadership team Continue, modify, or intensify the strategy
Annually Georgia Milestones results, CCRPI components, stakeholder surveys
Leadership team and school Revise the CNA and School council briefing Improvement Plan
Evaluation answers two questions: was the plan implemented with fidelity, and did student outcomes improve for the targeted group? The four combinations lead to different decisions. High fidelity with improved results supports continuing and scaling. High fidelity without improvement suggests the strategy does not fit the root cause and should be replaced. Low fidelity with improvement suggests other factors are at work and the evidence should be examined further. Low fidelity without improvement calls for removing implementation barriers before judging the strategy.
Monitoring is a leadership responsibility, not an administrative task. Regular, transparent review of implementation and early results keeps attention on the goal, allows timely support, and signals to staff that the plan matters.
Adjustment should be planned in advance. Strong plans state decision rules, such as: if fewer than 70 percent of observed lessons include the target routine by the end of the first quarter, coaching frequency increases for the teachers concerned. Decision rules make adjustment objective, reduce the sense that changes are personal, and show the scorer that the candidate understands continuous improvement as a cycle rather than a single event.
Ending a plan with 'student scores will improve.' A response must explain the mechanism (how changed adult practice leads to changed student learning) and the measures that will show progress during the year.
The final element of objective 0001 is communication: leaders explain plans to school, district, and community stakeholders in ways that build understanding and maintain a culture of continuous improvement. Communication is not an announcement at the end of planning. It begins with involving stakeholders in identifying needs, continues through implementation with regular updates, and closes each cycle with transparent reporting of results.
Faculty meetings, PLCs, leadership team members, written implementation guides
The data behind the need, their role, the support they will receive, and how progress will be measured
Learning goals, how supports work, and how they
Advisory, classroom goal-setting, student- friendly progress displays can track their own progress
Why the plan matters for their child, what will
Multilingual newsletters, family meetings at accessible times, conferences, school website change, and how they can support learning
Priorities, resource needs, and opportunities to
School council meetings, partner briefings, community events
Alignment with district priorities, resource requests,
Improvement plan reviews, data reports, principal meetings
Principles of Effective Plan Communication
Lead with the student outcome: explain the need in terms of students' learning, then the strategy. Use accessible data: present a small number of clear data points with plain-language interpretation; avoid jargon and
Make communication two-way: collect feedback through surveys, listening sessions, and school council discussion, and show how feedback shaped the plan.
Provide information in accessible formats and languages: translation, interpretation, and multiple channels ensure
Report progress regularly: share leading indicators and celebrate measurable gains, not only annual results. Protect privacy: share aggregate results; individual student records are protected under FERPA.
Georgia law requires each school to have a school council, which provides a formal structure for sharing improvement priorities with parents/guardians and community members and receiving their advice. Referencing the school council in a response demonstrates knowledge of Georgia's governance structures and shows how community stakeholders are
Sustaining a Culture of Continuous Improvement
A continuous improvement culture is one in which staff routinely examine evidence, test strategies, and adjust practice without waiting for external mandates. Leaders sustain it by establishing predictable data routines in PLCs and leadership teams, treating disappointing results as information rather than failure, distributing leadership so that teacher leaders own parts of the plan, recognizing improvement publicly, and connecting each cycle's results to the next Comprehensive
Transparency
Data, goals, and progress are visible to staff and stakeholders, and leaders explain the reasoning behind decisions.
Shared Ownership
Teams and teacher leaders hold responsibility for actions and results, not only administrators.
Learning Orientation
Results that fall short trigger inquiry and adjustment rather than blame.
New initiatives are connected to existing priorities, and initiatives that do not serve the goal are discontinued.
The extended response is about 400 to 600 words and must address every part of the prompt. A reliable structure follows the order of the prompt, using a short paragraph for each part: the strength with evidence; the need with evidence; the plan, including actions, information, and resources and how it builds on the strength; and how the plan improves teaching and student outcomes, including how it will be monitored and communicated. Labeling each part or using clear topic sentences helps the scorer locate every required element.
Frames for the final paragraph of the extended response:
This plan addresses the identified need by ___, which is expected to improve ___ for ___ (student group). Progress will be monitored through ___ (leading indicator) every ___ and ___ (student measure) each ___. The plan will be shared with staff through ___, with families/caregivers through ___, and with the school council through ___, so that stakeholders understand ___.
Allocate the hour deliberately: roughly 20 minutes to analyze the documents and select the strength and need, 30 minutes to draft, and 10 minutes to check that every part of the prompt is answered with specific evidence and that the plan's connection to student outcomes is explicit. A response that is complete, specific, and supported will outscore a longer response that omits a required part.
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