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Week 12: AI Analytics & Cash Flow Forecasting 第 12 周:AI 财务分析与现金流预测

💻 Practical Exercise Online 💻 在线实操练习

Step-by-Step Guide 分步指南

1. Financial Dashboards

Dashboards visualize key financial metrics in real-time, tracking ratios: Current Ratio (Assets/Liabilities), Debtor Days (collection periods), and Net Profit Margins.

2. Cash Flow Forecasting

By analyzing past ledger transaction patterns, AI engines generate cash flow projections. This helps managers anticipate cash deficits and plan working capital reserves.

1. 财务数据看板

数据看板实时可视化关键财务指标,追踪各种比率:流动比率(资产/负债)、应收账款周转天数(催款周期)和净利润率。

2. 现金流滚动预测

通过分析过去的分类账交易模式,AI 引擎生成现金流预测预测。这有助于管理层提前预测资金缺口并规划营运资金储备。

Concept Visualization 概念可视化

Cash Inflow trendsAI Analysis ModelCash flow Forecast

Educational Infographic 教学信息图

Visual concept map explaining the key module topic: 解释该模块核心主题的视觉概念图:

Cash Inflow trendsAI Analysis ModelCash flow Forecast

🤖 AI Integration Playbook 🤖 AI 实践指南

AI Prompting for Ratios:

Prompt: 'Here is a Trial Balance: cash = RM 50k, debtors = RM 30k, creditors = RM 20k. Write the formula to calculate the Quick Ratio, and interpret what it means for liquidity.'
Result: AI states Quick Ratio is 4.0, representing excellent ability to pay debts without selling stocks.

AI 辅助步骤:

Prompt 提示词: “这里有一份试算平衡表:现金 = RM 50k,债务人 = RM 30k,债权人 = RM 20k。请写出计算速动比率的公式,并解释其对流动性的意义。”
效果: AI 指出速动比率为 4.0,表示在不售卖存货的情况下具有极佳的偿债能力。

Tips 提示

Dashboards are only as good as the underlying data. Ensure all daily purchase and sales invoices are posted before running predictive cash flow models.
数据看板的好坏完全取决于底层数据是否准确。在运行预测性现金流模型之前,确保已录入所有日常采购和销售发票。

Knowledge Check 知识自测

1. Which ratio measures a business's ability to cover its short-term liabilities with current assets? 哪个比率用于衡量企业用流动资产偿还短期负债的能力?

2. Predictive Cash Flow forecasting helps managers by: 预测性现金流分析在以下哪方面帮助管理者?

3. What is the formula for the Current Ratio? 流动比率的计算公式是?

4. Which indicator shows how long it takes to collect cash from customers? 哪个指标显示了从客户处回收货款所需的时间长短?

5. In financial dashboards, a 'red flag' alert commonly triggers when: 在财务看板中,“红旗”警戒信号通常在什么时候触发?

Practical Exercise 实践练习

Task 1: Calculate Current Ratio if Current Assets are RM 100,000 and Current Liabilities are RM 50,000. 任务 1: 若流动资产为 RM 100,000,流动负债为 RM 50,000,计算流动比率数值。

Task 2: Write an Excel formula to calculate the Net Profit Margin if net profit is in cell B2 and sales revenue in B1. 任务 2: Excel 公式:如果净利润在单元格 B2,销售收入在 B1,计算净利润率比例。

Task 3: SQL query to find unique customer IDs from table 'Invoices' where OverdueDays is greater than 60. 任务 3: SQL 查询:从 'Invoices' 表中查找 OverdueDays 大于 60 的唯一客户 ID 列表。

Matching Game 配对游戏

Match the term on the left with its definition on the right. 将左侧的术语与右侧的定义进行配对。

Current Ratio
Time taken to collect customer dues 回收客户欠款所需的平均天数
Debtor Days
Current Assets / Current Liabilities 流动资产 / 流动负债比例
Quick Ratio
Predictive future treasury cash pools 预测未来的公司库房现金池
Cash Forecast
Liquid Assets / Current Liabilities 速动资产 / 流动负债比例