10. Results of Independent Research and Audits
Finally, research and independent audits by international organizations or NGOs can often expose where government spending on education fails to achieve its intended outcomes. These reports might highlight areas where money was misused or where spending did not translate into better educational infrastructure or quality.

Red flag: Audit reports showing discrepancies between allocated funds and tangible results in education.

9. Mismatch Between Spending and Curriculum Quality
Extravagant spending should ideally result in an improved curriculum that aligns with global standards. If the curriculum remains outdated, non-relevant, or detached from the job market's needs, the funds may not be appropriately directed toward educational development.

Red flag: Outdated curriculum and lack of vocational training opportunities despite high levels of spending.

8. Favoritism in Procurement and Contracts
Another way corruption can manifest is through favoritism in the procurement process. Government officials may award contracts for building schools or providing materials to companies that offer kickbacks or bribes, rather than focusing on the quality of the work. This leads to inflated costs, shoddy infrastructure, and wasted resources.

Red flag: Contracts awarded to companies with poor reputations or no track record in education.

7. Accreditation and External Review
Poor-quality education systems might still operate despite heavy government spending because of weak accreditation standards. External reviews or international comparisons can help uncover institutions that receive significant funding but fail to meet basic education standards.

Red flag: Institutions losing accreditation or being poorly rated internationally despite large government investments.

6. Public Complaints and Student Outcomes
Monitoring public sentiment through media reports, social media, and student protests can also reveal dissatisfaction with educational outcomes. If students, parents, and teachers are vocal about poor educational standards, yet the government reports high expenditures, this discrepancy can indicate corner-cutting or mismanagement.

Red flag: Frequent complaints from students and parents, especially regarding poor facilities, outdated curricula, and lack of support despite increased budgets.

5. Inflated Administration Costs
Sometimes, large budgets are directed toward administrative overhead rather than actual educational improvement. If a significant portion of the budget is consumed by salaries for administrators and bureaucrats instead of classroom resources, this is a sign that funds are being diverted for other purposes.

Red flag: Large portion of the budget spent on non-teaching staff and bureaucrats, minimal investment in student resources.

4. Transparency and Accountability
One of the most reliable ways to spot cheating or corner-cutting in education is by scrutinizing the transparency of budget allocations and spending reports. Look for discrepancies between official government reports and independent audits or civil society reviews. If spending is opaque, or if funds are unaccounted for, this is a major sign of corruption or inefficiency.

Red flag: Lack of transparency in how funds are allocated, misuse of funds, or missing money in audits.

3. Teacher Training and Satisfaction
Extravagant spending should translate into well-trained, well-compensated teachers. However, if teachers report inadequate training, low pay, or large class sizes, it signals corner-cutting in areas critical to education quality. Low teacher satisfaction can also indicate a lack of accountability in educational budgeting.

Red flag: Poorly trained teachers, high turnover, and complaints about compensation despite increased education budgets.

2. Quality of Infrastructure and Resources
Government funds allocated to education are often meant to improve infrastructure, such as school buildings, libraries, labs, and access to learning materials. If schools remain poorly equipped, lack modern technology, or infrastructure is substandard, despite large budgets, this points to poor utilization or mismanagement of funds.

Red flag: Schools lacking basic facilities (e.g., electricity, textbooks, internet) despite large budget allocations.

1. Graduates’ Performance vs. Funding
One key indicator of poor educational outcomes is a mismatch between government expenditure and the performance of graduates. If a country spends a large amount on education, yet the quality of graduates in terms of skills and employability is low, this suggests inefficiency or corruption. Monitoring the employability of graduates, standardized test scores, and higher education rankings can help identify this issue.

Red flag: High education spending but low literacy rates, poor critical thinking skills, and a lack of practical, employable skills among graduates.

To identify cases of slipshod, cheating, cutting corners, or poor-quality education despite extravagant government budgets for education :

How every kid and household got cheater by education minionster? Education System's Failure to Equip for Modern Demands: Many young people leave school without the necessary skills to thrive in the rapidly evolving, high-tech job market of IR 4.0. Without training in digital literacy, emotional intelligence, critical thinking, and cognitive adaptability, they are ill-prepared for high-skill jobs. As a result, they may turn to low-skill, gig economy jobs that offer immediate, but often unsustainable, income.

Gig workers like Grab riders and drivers typically earn income without long-term job security or benefits, and this kind of work becomes a fallback when higher-paying, more stable jobs are inaccessible due to lack of modern competencies.

When a country’s debt becomes too high and it faces challenges in repaying it, governments must make tough decisions to cut back on public spending, particularly focusing on eliminating misallocated funds. Cutting back to zero misallocation is critical to ensure that public resources are used efficiently and to prevent the debt burden from spiraling out of control.

Bangkitlah Rakyat : Zero percent GST for the Rakyat until the monthly take-home pay of the Members of Parliament (MPs) is cap at RM1,000

The introduction of taxes like GST often results in dissatisfaction with government policies. Families might perceive this as a sign that future economic conditions may worsen, further dampening optimism about raising children in a potentially unstable financial environment.

With the rising cost of living due to GST, more women may feel pressured to remain in or enter the workforce, reducing the likelihood of them having more children. The financial necessity to work and sustain the household under a higher tax burden might lead to decisions against having larger families, or delaying childbearing to focus on career and financial stability.

Tax changes, especially new consumption taxes, often create economic uncertainty as consumers and businesses adjust. This uncertainty can cause people to delay major life decisions, such as having children, until they feel more financially secure. In environments where economic reforms, like the introduction of GST, lead to wage stagnation or inflation, family planning may take a back seat to economic survival.

Many countries with GST also apply it to healthcare services, including fertility treatments, prenatal care, and childcare products. When these essential services and products become more expensive, it could discourage couples from pursuing fertility treatments or expanding their families. For example, the cost of maternity care, baby formula, and diapers may increase post-GST, further discouraging larger families.

When GST is implemented, people may experience a reduction in disposable income, especially among low- and middle-income families. With less money available for non-essential spending, families may choose to prioritize saving and delay or reduce the number of children they plan to have. Economic instability can create uncertainty about future income, leading to a cautious approach toward major life decisions like having children.

After the introduction of GST in 2017, the cost of goods and services increased, which could contribute to financial stress for middle- and lower-income families. While it is difficult to isolate the direct impact of GST on birth rates, the economic stress from rising living costs might have contributed to the ongoing decline in fertility rates. India's fertility rate has been steadily declining for years, reaching below replacement levels, and factors like increased costs of raising children might play a role.

Australia introduced GST in 2000, the overall cost of living rose due to increased prices on goods and services. Although the country’s fertility rate was already below replacement level, economic uncertainties caused by GST-related inflation might have further discouraged young couples from having more children.

Japan increased its consumption tax (similar to GST) in stages, with hikes in 2014 and 2019. Japan already faced one of the world’s lowest birth rates, and the tax hikes placed additional pressure on household spending. Some experts argue that these tax increases worsened the economic outlook for young families, discouraging childbearing in a country already grappling with a shrinking population.

Malaysia introduced GST in 2015 and saw a rise in the cost of living, which sparked public protests and economic concerns. Even though the birth rate in Malaysia had already been trending downward before the GST, the added financial pressure of GST might have further influenced family planning decisions. Malaysia’s fertility rate continued to drop, dipping below the replacement level in recent years.

The introduction of GST has been proven to exacerbate economic stress, reduce disposable income, and increase the cost of raising children. Combined, these factors could contribute to declining birth rates, as families become more cautious about the financial responsibilities of having children in a GST-influenced economic landscape.

Zero percent GST for the Rakyat until the monthly take-home pay of the Members of Parliament (MPs) is cap at RM1,000

So, with GST, having baby also cannot....die also cannot

Only can sing ABC song and eat maggi mee

Did he accuse or fitnah her of making a statement such as against the certification that she never made - this would be a clear case of falsity. The essence of defamation lies in false claims, and fabricating her opinion or "tokok tambah" (exaggerating or adding false elements) means that the statement is not based on truth, but rather on a deliberate distortion of her actual words.

AI can supercharge Malaysia’s economic sectors, from manufacturing to services. Through automation and smart decision-making systems, businesses can increase efficiency and productivity, leading to cost reductions and higher profitability. For example, industries like healthcare, agriculture, and logistics can be revolutionized by AI technologies that optimize resource allocation, predictive analytics, and advanced robotics. This will position Malaysia as a regional leader in innovation, attracting foreign investment and creating new job opportunities in AI-driven industries.

ZERO public-funded transportation usage for all government officers at all levels.....until every B40 got their own vehicles

Prolonging the War is Not Beneficial: Sun Tzu emphasizes the dangers of prolonged conflict. Therefore, a strategy would aim for a quick resolution:
- Limiting Ground Invasion: Instead of a full-scale ground invasion, which could become prolonged and costly, a combination of airpower, cyber warfare, and proxy forces might be used to quickly achieve military objectives while minimizing U.S. and Israeli casualties.
- Controlling Key Infrastructure: Targeting critical assets like Iran’s oil facilities, power grids, and transportation networks could quickly cripple Iran’s ability to sustain a conflict.

Winning Without Fighting: Sun Tzu advises that the supreme art of war is to subdue the enemy without fighting. In the context of USA-Israel vs. Iran, this could manifest as:
- Economic Warfare: Using sanctions, embargoes, and financial isolation to cripple Iran’s economy and destabilize its regime without direct conflict. The U.S. and Israel could intensify efforts to weaken Iran's global trade and influence.
- Diplomatic Isolation: Leveraging global alliances to isolate Iran diplomatically, reducing its capacity to garner international support.

The application of Sun Tzu’s Art of War in a hypothetical conflict involving the USA, Israel, and Iran would focus on achieving swift, decisive victories through intelligence, psychological manipulation, surprise, and exploiting Iran’s vulnerabilities. However, such strategies also underscore the importance of avoiding prolonged conflict and the potential for diplomatic solutions that avoid the devastation of full-scale war.

Did he made the accusation recklessly or with the intent to mislead the public - the defamation case strengthens. Even if he did not intend harm, negligence in verifying the facts before making public accusations would still be a valid basis for a defamation claim.

Wood: This element symbolizes growth and vitality. Factors contributing to the increasing demand for palm oil, such as rising consumption in food, personal care, and biofuels, align with the Wood element. As global populations grow and wealth increases, especially in developing regions like Asia and Africa, demand for edible oils, including palm oil, is expected to rise. The Food and Agriculture Organization (FAO) predicts a steady increase in palm oil consumption driven by food production, personal care, and biofuels .

Earth: This element reflects stability and resource management. Factors such as soil health, agricultural practices, and climatic conditions play a significant role in CPO production. Weather events like El Niño can adversely affect yields, leading to supply shortages and higher prices. For example, research indicates that extreme weather conditions can reduce palm oil output, contributing to market volatility .

Fire: Representing energy and transformation, Fire can be linked to the impact of energy prices on CPO. As energy prices rise, production and transportation costs for palm oil also increase. Additionally, fire-related issues, such as land clearing practices for palm plantations, can lead to environmental scrutiny and trade restrictions, affecting supply . Increased energy demands for processing palm oil can further drive costs up.

ZERO allocation for construction of new government buildings.......................until every B40 owns their own house

As Malaysia heads into 2025 and beyond, co-living with artificial intelligence (AI) offers a transformative opportunity to elevate the country into a dynamic and competitive society. In this rapidly changing world, embracing AI is not just about technology; it is about creating a future where Malaysians can thrive in harmony with the capabilities of intelligent systems.

collect.............................

Which is more important:

Kedaulatan undang- undang

Or

Ketegasan Pelaksanaan Undang-undang

Which is more important:

Kepercayaan kepada tuhan

Vs

Kepercayaan kepada kebaikan dan kemanusiaan

?

Which is more important: kesopanan dan kesusilaan

Or

Kejujuran and kebolehpercayaan

?

AI for all plantations for green and sustainability

AI for all SME

What Harjit called for will need over 1 billion budget - whence to give to Jakimm????

(or hug)

Would u also conclude better trust Ur dog than these ppl???

AI to downsize exco members, parliament and Dewan Negara

AI to help the farmers for better yield and productivity

AI to assist the handicaps to cope with activities of daily living