📚 UK School Performance Tables: The Three Types of Information You Can Find | 英国学校绩效表能查到的三类信息：成绩、督导报告与财务
Parents, students, governors and journalists all try to judge schools using public data. In England, that data falls into three distinct streams: attainment and progress statistics, Ofsted inspection reports, and financial information. Each answers a different question, and none of them is complete on its own. This article explains what each stream contains, how to read it correctly, and how to combine the three without falling into the traps that make league tables misleading.
家长、学生、校董和记者都会尝试用公开数据来评判一所学校。在英格兰，这些数据分为三条彼此独立的线索：成绩与进步统计数据、Ofsted 督导报告，以及财务信息。每一类回答的问题都不同，而单独看任何一类都不完整。本文将解释每一类数据包含什么、该如何正确解读，以及如何把三者结合起来，同时避开那些让排行榜误导人的陷阱。
1. Why These Three Streams Exist | 为什么会有这三类数据
English schools are publicly funded, so the public has a right to know three things: whether pupils learn (outcomes), whether the school is well run educationally (inspection), and whether the money is being spent properly (finance). These correspond to accountability, quality assurance and stewardship. The three streams were created by different bodies at different times, and they are published on different websites, which is why they are rarely read together.
英格兰的学校由公共资金支持，因此公众有权知道三件事：学生是否学到了东西（成果）、学校在教育上是否运营良好（督导）、以及资金是否被合理使用（财务）。它们分别对应问责、质量保障与受托管理。这三类数据由不同机构在不同时期建立，发布在不同网站上，因此很少被人放在一起阅读。
A common mistake is to treat test results as the only real measure and inspection or finance as background noise. In practice, a school with excellent results but a fragile budget, or a school with a healthy budget but weak progress scores, tells you something important that a single column of numbers cannot.
常见的错误是把考试成绩当作唯一真实的衡量标准，而把督导或财务视为背景噪音。实际上，一所成绩优异但预算脆弱的学校，或一所预算健康但进步分数薄弱的学校，都透露出单一一列数字无法表达的重要信息。
2. Where Each Type of Data Lives | 每类数据分别在哪里
There is no single official page that combines all three. The Department for Education (DfE) publishes performance tables, Ofsted publishes inspection reports, and financial data is split between the DfE benchmarking service, academy trust accounts and local authority statements. Knowing the source matters, because it tells you who verified the numbers and how old they are.
没有任何一个官方页面把三者合并在一起。教育部（DfE）发布绩效表，Ofsted 发布督导报告，而财务数据则分散在 DfE 的基准比较服务、学院信托账目以及地方政府报表中。弄清来源很重要，因为它告诉你这些数字由谁核实、有多旧。
| Stream | 类别 | Main source | 主要来源 | Question it answers | 回答的问题 |
| Attainment and progress | 成绩与进步 | DfE Compare School and College Performance | DfE 学校与学院绩效比较平台 | How well do pupils achieve and improve? | 学生成绩与进步如何？ |
| Inspection | 督导 | Ofsted reports service | Ofsted 报告服务 | How well is the school led and taught? | 学校领导与教学质量如何？ |
| Finance | 财务 | DfE schools financial benchmarking, academy accounts, section 251 statements | DfE 学校财务基准、学院账目、第 251 条报表 | Is the money sufficient and well used? | 资金是否充足且使用得当？ |
All three are retrospective. Performance tables are usually published in the autumn or winter following the summer examinations, inspection reports may be several years old, and financial accounts are published after the financial year ends on 31 August.
这三类数据都是回顾性的。绩效表通常在夏季考试后的秋季或冬季发布，督导报告可能已有数年之旧，而财务账目则在 8 月 31 日财年结束后才公布。
3. Type One: Attainment and Progress | 第一类：成绩与进步
The performance tables contain two conceptually different kinds of number. Attainment measures describe the level pupils reached, such as the percentage reaching a standard or an average point score. Progress measures describe how much pupils improved compared with pupils who had the same starting point nationally. Attainment reflects the school and its intake; progress tries to isolate the school's contribution.
绩效表包含两类概念上不同的数字。成绩指标描述学生达到的水平，例如达到某标准的百分比或平均分数。进步指标描述学生相比全国起点相同的学生进步了多少。成绩反映学校及其生源，而进步试图分离出学校本身的贡献。
Attainment answers "how high did they get?" | 成绩回答"达到了多高？"
Progress answers "how far did they travel?" | 进步回答"前进了多远？"
Context tells you whether the starting point was high, low or unusually variable. | 背景告诉你起点是高、是低，还是异常参差。
A school with low attainment but strongly positive progress is often doing difficult work well. A school with high attainment but negative progress may simply be selecting already high-performing pupils.
一所成绩偏低但进步明显为正的学校，往往是在做困难而有效的工作。一所成绩很高但进步为负的学校，可能只是招收了本身就很优秀的学生。
4. Reading Key Stage 2 Tables | 解读第二学段（小学毕业）绩效数据
At the end of primary school, pupils sit national curriculum assessments in reading, mathematics and grammar, punctuation and spelling, while writing is teacher assessed. The published measures include the percentage reaching the expected standard in reading, writing and mathematics combined, the percentage reaching the higher standard, and average scaled scores.
在小学结束时，学生参加阅读、数学以及语法、标点与拼写的国家课程测评，写作则由教师评定。公布的指标包括阅读、写作与数学三科合计达到预期标准的百分比、达到更高标准的百分比，以及平均量表分。
Scaled scores are set so that 100 represents the expected standard and 110 represents the higher standard. Progress measures at this stage are also scaled scores, centred on zero.
量表分的设定使 100 分代表预期标准，110 分代表更高标准。这一阶段的进步指标同样是量表分，以 0 为中心。
ess score = 0 means pupils made average progress; +2 means well above; −2 means well below | 进步分为 0 表示进步处于平均水平，+2 表示明显高于平均，−2 表示明显低于平均
Small primary cohorts make these figures volatile. A single pupil can move a percentage by several points, so the DfE suppresses data for very small cohorts and publishes confidence intervals where relevant.
小学班级规模小，使这些数字波动很大。一名学生就可能让百分比变化几个点，因此 DfE 会对规模极小的群体隐去数据，并在相关处公布置信区间。
5. Reading Key Stage 4 Tables | 解读第四学段（初中毕业）绩效数据
At age 16 the two headline measures are Attainment 8 and Progress 8. Attainment 8 is an average grade across eight qualifications, with English and mathematics counting double, three English Baccalaureate subjects and three open subjects filling the rest.
在 16 岁时，两个核心指标是 Attainment 8 和 Progress 8。Attainment 8 是八门资格的平均成绩，其中英语和数学计双倍，另外由三门英语文凭（EBacc）科目和三门开放科目补足。
Attainment 8 = ((English + maths) × 2 + EBacc subjects × 3 + open subjects × 3) ÷ 10
Progress 8 compares each pupil's Attainment 8 with the average Attainment 8 of pupils nationally who had the same Key Stage 2 results, then averages those differences across the cohort.
Progress 8 把每名学生的 Attainment 8 与全国在第二学段成绩相同学生的平均 Attainment 8 进行比较，再把这些差值在全年级范围内取平均。
Progress 8 = ((English + maths + 3 EBacc + 3 open) ÷ 10) − pupil's prior attainment estimate
Values typically run from about −1 to +1. Anything above zero means pupils made more progress than similar pupils nationally. Crucially, the DfE publishes a confidence interval, so a score of +0.15 with a wide interval may be statistically indistinguishable from zero.
该数值通常在 −1 到 +1 之间。高于 0 意味着学生比全国同类学生进步更多。关键在于，DfE 会公布置信区间，因此 +0.15 且区间很宽的分数，在统计上可能与 0 无法区分。
Other columns worth reading include the percentage entering and achieving the English Baccalaureate, the percentage achieving grade 5 or above in English and mathematics, and the percentage of pupils staying in education or entering employment after 16.
其他值得关注的栏目包括：进入并获得英语文凭的百分比、英语和数学达到 5 级或以上的百分比，以及 16 岁后继续受教育或进入就业的百分比。
6. Reading Key Stage 5 Tables | 解读第五学段（高中）绩效数据
Post-16 tables focus on Level 3 qualifications, mainly A levels and applied general qualifications. The main measures are average point score per entry, the percentage achieving high grades such as AAB or better in at least two facilitating subjects, and Level 3 value added.
16 岁后的表格聚焦于三级资格，主要是 A level 与应用类通用资格。主要指标包括每门科目的平均分数、在至少两门"促进性科目"中获得 AAB 或更高成绩的百分比，以及三级增值指标。
Value added at this stage works like progress at Key Stage 4: it compares students' results with those of students nationally who had the same GCSE profile. Around zero is average; positive means better than expected.
这一阶段的增值与第四学段的进步原理相同：把学生的成绩与全国 GCSE 成绩档案相同的学生进行比较。接近 0 即为平均，正值表示优于预期。
Destination data is increasingly important here. The tables show the percentage progressing to higher education, to Russell Group or top-third institutions, and to sustained apprenticeships or employment, which is often more meaningful than an average point score in a school with a mixed cohort.
去向数据在这里越来越重要。表格显示升入高等教育、进入罗素集团或排名前三分之一院校、以及进入持续学徒制或就业的百分比。对于生源结构复杂的学校，这些往往比平均分数更有意义。
7. Type Two: Ofsted Inspection Reports | 第二类：Ofsted 督导报告
Ofsted inspects schools on a cycle, examining the quality of education, behaviour and attitudes, personal development, and leadership and management. Inspectors visit, observe lessons, speak to pupils and staff, scrutinise the curriculum and safeguarding, and publish a report with judgements and areas for improvement.
Ofsted 按周期督导学校，考察教育质量、行为与态度、个人发展，以及领导与管理。督学实地访问、观课、与学生和教职员工交谈、审查课程与安全保障，并发布带有评定结论和改进建议的报告。
The report has two layers. The first is the graded evaluation in each area. The second, and often more useful, is the narrative: what inspectors saw, what the school does well, and what it must fix. A school may hold a strong overall judgement while the report body flags a specific weakness, such as provision for lower-attaining pupils.
报告有两层。第一层是各领域的等级评定。第二层、往往也更有用，是叙述部分：督学看到了什么、学校做得好的地方，以及必须整改的地方。一所学校的总体评定可能很好，但报告正文却指出了某项具体弱点，例如对学业后进生的支持。
Safeguarding is reported separately as met or not met, and this judgement carries serious consequences regardless of the other grades.
安全保障会单独以"达标"或"未达标"报告，无论其他评级如何，这一结论都会带来严重后果。
8. Decoding Judgements and the New Report Card | 解读评级与新的报告卡
For many years schools received one of four headline grades: outstanding, good, requires improvement, or inadequate. From September 2024 the single headline grade was removed for school inspections, and Ofsted has since moved towards a report card format that sets out evaluations across several areas rather than one word.
多年来，学校会获得四个总体评级之一：卓越、良好、需要改进或不合格。自 2024 年 9 月起，学校督导取消了单一总体评级，Ofsted 此后转向报告卡形式，列出多个领域的评价，而不是一个词。
This change matters for anyone reading older data. A report from a previous framework cannot be directly compared with a new one, and a school that has not been inspected since the change will have an outdated grade on its profile. Always check the inspection date.
这一变化对所有阅读旧数据的人都很重要。旧框架下的报告无法直接与新框架比较，而在改革后尚未接受督导的学校，其档案上仍是过时的评级。务必查看督导日期。
Check the date of the inspection before drawing conclusions. | 下结论前先看督导日期。
Read the areas for improvement, which are the school's own to-do list. | 阅读改进事项，那是学校自己的待办清单。
Note whether the inspection was graded or ungraded. | 注意该次督导是评级督导还是非评级督导。
9. Type Three: Financial Data | 第三类：财务数据
Financial information shows what a school receives and how it spends it. For academies, the main sources are the annual audited accounts and the DfE's schools financial benchmarking service. For local authority maintained schools, the section 251 outturn statement published by the council provides comparable figures.
财务信息显示学校获得多少资金以及如何使用。对学院（academy）而言，主要来源是年度审计账目和 DfE 的学校财务基准服务。对地方政府维持的学校而言，由议会发布的第 251 条决算报表提供可比数据。
The benchmarking service lets you see income per pupil, expenditure per pupil, the proportion spent on teaching staff, the proportion spent on support staff and premises, and the school's reserves. You can filter for similar schools, which is essential because costs depend heavily on pupil characteristics and site conditions.
基准服务让你看到每名学生收入、每名学生支出、用于教学人员的比例、用于支持人员与校舍的比例，以及学校的储备金。你可以筛选同类学校，这非常关键，因为成本高度取决于学生特征与校址条件。
| Indicator | 指标 | What it suggests | 说明什么 |
| Income per pupil | 每生收入 | Level of funding, including pupil premium and high needs top-ups | 资金水平，含学生津贴与高需求追加拨款 |
| Expenditure per pupil | 每生支出 | Overall cost base compared with similar schools | 与同类学校相比的总体成本水平 |
| Teaching staff as % of spend | 教学人员支出占比 | How much goes directly to classroom staffing | 有多少直接投入课堂人力 |
| Revenue reserves | 经常性储备 | Financial resilience and capacity to absorb shocks | 财务韧性与承受冲击的能力 |
Note the distinction between revenue and capital. Revenue pays for staff, energy and resources; capital pays for buildings and equipment. A school may look cash-rich because it holds an unspent capital grant, while its day-to-day revenue position is tight.
要注意经常性支出与资本支出的区别。经常性支出用于人员、能源和资源；资本支出用于建筑和设备。一所学校可能因为持有未花完的资本拨款而看起来现金充裕，但其日常经常性财务状况却相当紧张。
10. Reading Finance Like a Governor | 像校董一样读财务
Governors read three years of accounts, not one. A single deficit year can be a planned drawdown of reserves; three consecutive deficit years with falling reserves is a structural problem. The key ratio is reserves expressed in months of expenditure, because it shows how long the school could operate without new income.
校董会看三年的账目，而不是一年。单独一年的赤字可能是计划性地动用储备；但连续三年赤字且储备持续下降，则是结构性问题。关键比率是以"几个月支出"表示的储备额，因为它显示学校在没有新收入的情况下能维持多久。
Compare staffing costs with similar schools. Extremely high teaching costs may reflect a generous but unsustainable staffing model, while unusually low teaching costs with high support costs may indicate reliance on teaching assistants to cover gaps.
把人力成本与同类学校比较。教学成本极高可能反映一种慷慨但不可持续的人员模式；而教学成本异常低、支持人员成本却很高，则可能意味着依赖助教来填补缺口。
Finally, remember that money is a means, not an outcome. The interesting question is always whether spending patterns connect to the educational priorities revealed by the performance tables and the inspection report.
最后要记住，资金是手段，不是结果。真正有意思的问题始终是：支出模式是否与绩效表和督导报告所揭示的教育重点相呼应。
11. Cross-Reading the Three: Common Traps | 交叉阅读三类数据：常见陷阱
Used together, the three streams become far more informative than any one alone. But several traps recur, and exam-style questions about education policy often turn on exactly these points.
把三类数据放在一起使用，信息的价值远高于任何单一来源。但有几个陷阱反复出现，而关于教育政策的论述题往往正好考这些点。
Small cohorts. Percentages based on 15 pupils swing wildly; confidence intervals may span zero. | 小规模群体。基于 15 名学生的百分比波动极大，置信区间可能跨越 0。
Intake differences. Raw attainment largely reflects who the school admits; progress measures adjust for prior attainment. | 生源差异。原始成绩很大程度上反映学校招收谁，进步指标才对先前成绩作调整。
Curriculum choices. Entry rates for the EBacc and for facilitating subjects change the meaning of headline figures. | 课程选择。英语文凭与促进性科目的报考率会改变核心数字的含义。
Data lag. Published results describe a cohort that has already left; leadership and staffing may have changed. | 数据滞后。公布的成绩描述的是已经离校的那一届，领导层与师资可能已经改变。
Assessment disruption. The 2020 and 2021 examination series were cancelled or replaced, and primary assessments were suspended, so trend lines break. | 测评中断。2020 与 2021 年考试被取消或替代，小学测评暂停，因此趋势线出现断裂。
Age of inspection. A judgement from several years ago may not describe the school today. | 督导时效。数年前的评定未必描述今天的学校。
What is not measured. Wellbeing, arts provision, pastoral care and community role rarely appear in any table. | 未被衡量的部分。幸福感、艺术课程、关怀辅导与社区角色，很少出现在任何表格里。
A school can be simultaneously strong on progress, good in inspection and financially stretched. That combination is common and does not mean the data is contradictory; it means the school is achieving a lot with limited headroom, which is precisely what a careful reader should notice.
一所学校可以同时在进步指标上表现强劲、在督导中获评良好、财务上却很吃
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