Mbegu Mwongozo 2074

African Ascent Framework — Interactive Simulation Instrument
Issued by EUSL Programme Development Unit · June 2026

1. Nature of the instrument

The Mbegu Mwongozo 2074 is a conceptual simulation instrument. It models development trajectory dynamics in Eastern and Southern Africa using a six-variable causal architecture grounded in published academic research. It is designed as an analytical and communication tool for programme architects, policy counterparts, and financing partners.

The instrument does not generate probability distributions, confidence intervals, econometric forecasts, or investment projections. It generates structured causal scenarios intended to support deliberation, not to replace it.

2. Restrictions on distribution

This instrument and all associated materials (including the concept note and installation documentation) are confidential working documents. They may not be distributed, reproduced, or published without prior written consent from EUSL.

• Internal use within EUSL and its institutional partners is permitted.
• Sharing with AfDB counterparts in the context of RATFSDP scoping discussions is authorised under the terms of those discussions.
• Public distribution, publication, or reproduction in any form requires explicit written authorisation from EUSL.

3. Calibration and limitations

All threshold values in the model are empirically informed but not econometrically estimated. They represent calibrated reasonable-range judgements disciplined by retrodiction testing against Kenya, Rwanda, Ghana, and Ethiopia. They are not regression coefficients and should not be treated as such.

Country scenario presets are calibrated to publicly available institutional data. Extending the instrument to new countries requires deliberate recalibration by qualified users with knowledge of the target country context.

The instrument models institutional trajectory, not project delivery. It is not a monitoring and evaluation system and should not replace results-chain tracking in any programme design.

4. Intellectual property

The theoretical framework, causal architecture, variable definitions, scenario calibrations, and simulation logic embedded in this instrument are the intellectual property of EUSL. The twelve research traditions cited in the framework document are the property of their respective authors and are used under standard academic citation practices.

5. No warranties

EUSL provides this instrument on an as-is basis for discussion and analytical purposes. No warranty, express or implied, is made regarding the accuracy, completeness, or fitness for any particular purpose of the instrument or its outputs. EUSL accepts no liability for any decision made in reliance on outputs generated by this instrument.

6. Contact

For questions about distribution rights, calibration methodology, or programme application, contact the EUSL Programme Development Unit.